In [1]:
import numpy as np
import glob
import h5py
import pandas as pd
from astropy.time import Time
import matplotlib.pyplot as plt
import matplotlib as mpl
from pycbc import conversions
from tqdm import tqdm
from multiprocessing import Pool
# PLOTTING OPTIONS
fig_width_pt = 3*246.0  # Get this from LaTeX using \showthe\columnwidth
inches_per_pt = 1.0/72.27               # Convert pt to inch
golden_mean = (np.sqrt(5)-1.0)/2.0         # Aesthetic ratio
fig_width = fig_width_pt*inches_per_pt  # width in inches
fig_height = fig_width*golden_mean      # height in inches
fig_size =  [fig_width,fig_height]

params = { 'axes.labelsize': 24,
          'font.family': 'serif',
          'font.serif': 'Computer Modern Raman',
          'font.size': 24,
          'legend.fontsize': 20,
          'xtick.labelsize': 24,
          'ytick.labelsize': 24,
          'axes.grid' : True,
          'text.usetex': True,
          'savefig.dpi' : 100,
          'lines.markersize' : 14,
          'figure.figsize': fig_size}

mpl.rcParams.update(params)

Read in the data¶

In [4]:
dfhl = pd.read_csv('./0518hl.csv')
dfh = pd.read_csv('0427h.csv')
dfl = pd.read_csv('0427l.csv')

dfh.set_index('index',inplace=True)
dfl.set_index('index',inplace=True)
dfhl.set_index('index',inplace=True)

df_thres = dfhl[dfhl['snr_max']<=12]
dfh_thres = dfh[dfh['snr_max']<=12]
dfl_thres = dfl[dfl['snr_max']<=12]

SNR distribution¶

In [5]:
plt.scatter(df['lnb_ratio'],df['snr_max'],s=1)
plt.xscale('symlog')
plt.yscale('log')
plt.xlabel('$\ln \mathcal{B}$')
plt.axhline(6,ls='--',label='y=6')
#plt.ylim(1,10)
plt.ylabel('SNR')
plt.legend()
Out[5]:
<matplotlib.legend.Legend at 0x7f3446da9828>
In [6]:
bins = np.logspace(0,4,100)
plt.hist(df['snr_max'],bins=bins,density=True)
#plt.hist(df['snr_max'])
plt.xscale('log')
plt.xlabel('SNR')
plt.ylabel('PDF')
Out[6]:
Text(0, 0.5, 'PDF')
In [7]:
bins = np.linspace(0,10)
plt.hist(df['snr_max'],bins=bins,density=True)
#plt.hist(df['snr_max'])
#plt.xscale('log')
plt.xlabel('SNR')
plt.ylabel('PDF')
Out[7]:
Text(0, 0.5, 'PDF')
In [8]:
x = np.logspace(3,6,100)
plt.hist(df['lnb_noise'],bins=-x[::-1])
plt.xscale('symlog')
plt.xlabel('lnB noise')
plt.ylabel('PDF')
Out[8]:
Text(0, 0.5, 'PDF')
In [9]:
x = np.linspace(-80000,-40000,100)
plt.hist(df['lnb_noise'],bins=x)
plt.xlabel('lnB noise')
plt.xlim(-80000,-40000)
plt.ylabel('PDF')
Out[9]:
Text(0, 0.5, 'PDF')

Duty cycle computation¶

In [10]:
def duty_cycle(lnb_ratio,xi=np.linspace(0,1,100)):
    '''
    Given an array of lnb_ratio, compute the p(xi)
    '''
    p_xi = np.ones_like(xi)
    for lnb in lnb_ratio:
        p_xi *= xi*np.exp(lnb)+(1-xi)
        norm = np.sum(p_xi)*(xi[1]-xi[0])
        p_xi /= norm
    return p_xi
In [11]:
xi=np.linspace(0,1,100)

for t in [30,20,12,8,7,6,5]:
    df_thres = df[df['snr_max']<=t]
    p_xi = duty_cycle(df_thres['lnb_ratio'],xi)
    plt.plot(xi,p_xi,label='SNR $\le$ '+str(t))
    plt.legend()
    plt.xlim(0,1)
    plt.xlabel('$\\xi$')
    plt.ylabel('PDF')
plt.axvline(0.02,ls='--',color='grey',label='x=0.02')
Out[11]:
<matplotlib.lines.Line2D at 0x7f3470933748>

Glitch chi¶

In [12]:
runindex = np.intersect1d(df_thres.index,dfh_thres.index)
In [13]:
runindex = np.intersect1d(runindex, dfl_thres.index)
In [14]:
def chi_lik(log_ratio,log_ratio1,log_ratio2,
          ksi_array=np.linspace(0,1,20)):
    '''
    The likelihood for glitch + signal + noise model
    
    Input:
    -----------------------------
    ksi_array, ksig1_array,ksig2_array: np.array [0,1]
        Ducy cycle for signal, glitch 1 and glitch 2
        
    log_zs, log_zn, log_zg1, log_zg2, log_zn1, log_zn2: float
        log Bayesian evidence
        
    Return:
    -----------------------------
    p_ksi: a 3D array with ksi, ksi_g1 and ksi_g2 value
    
    p_ksi[i,j,k] = ksi*(1-ksig1)*(1-ksig2)*np.exp(log_zs-log_zn) +\
                (1-ksi)*(1-ksig1)*(1-ksig2) +\
                (1-ksi)*ksig1*(1-ksig2)*np.exp(log_zg1+log_zn2-log_zn) +\
                (1-ksi)*(1-ksig1)*ksig2*np.exp(log_zn1+log_zg2-log_zn) +\
                (1-ksi)*ksig1*ksig2*np.exp(log_zg1+log_zg2-log_zn)
    '''
    n = len(ksi_array)
    p_ksi = np.ones((n,n,n))
    for i,ksi in enumerate(ksi_array):
        for j,ksig1 in enumerate(ksi_array):
            for k,ksig2 in enumerate(ksi_array):
                p_ksi[i,j,k] = ksi*(1-ksig1)*(1-ksig2)*np.exp(log_ratio) +\
                                (1-ksi)*(1-ksig1)*(1-ksig2) +\
                                (1-ksi)*ksig1*(1-ksig2)*np.exp(log_ratio1) +\
                                (1-ksi)*(1-ksig1)*ksig2*np.exp(log_ratio2) +\
                                (1-ksi)*ksig1*ksig2*np.exp(log_ratio1+log_ratio2)
    norm = np.sum(p_ksi)* (ksi_array[2]-ksi_array[1])**3
    return p_ksi / norm
In [ ]:
n = 50
ksi_array=np.linspace(0,1,n)
p_ksi = np.ones((n,n,n))
for i in tqdm(runindex):
    p_ksi *= chi_lik(df_thres.loc[i]['lnb_ratio'],
                     dfh_thres.loc[i]['lnb_ratio'],
                     dfl_thres.loc[i]['lnb_ratio'],
                    ksi_array)
    norm = np.sum(p_ksi)* (ksi_array[2]-ksi_array[1])**3
    p_ksi /= norm

Try MPI¶

In [186]:
def run(i):
    n = 50
    ksi_array=np.linspace(0,1,n)
    p_ksi = np.ones((n,n,n))
    p_ksi *= chi_lik(df_thres.loc[i]['lnb_ratio'],
                     dfh_thres.loc[i]['lnb_ratio'],
                     dfl_thres.loc[i]['lnb_ratio'],
                    ksi_array)
    norm = np.sum(p_ksi)* (ksi_array[2]-ksi_array[1])**3
    return p_ksi / norm
In [ ]:
p = Pool(30)
result = p.map(run, runindex)

Read pre-stored file¶

In [16]:
file = np.loadtxt('./glitch_ksi.txt')
psi_reshape = file.reshape(20,20,20)
In [17]:
psi_1d = np.ones(20)
for i in range(20):
    psi_1d[i] = np.sum(psi_reshape[i])*1/20*1/20
In [19]:
plt.plot(np.linspace(0,1,20),psi_1d/np.sum(psi_1d)/(1/20))
plt.xlabel('$\\xi$')
plt.ylabel('PDF')
Out[19]:
Text(0, 0.5, 'PDF')

Plot 3D¶

In [62]:
np.arange(0, 20)
Out[62]:
array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,
       17, 18, 19])
In [73]:
from matplotlib import cm

for i in range(20):
    fig = plt.figure()
    ax = fig.add_subplot(111, projection='3d')

    # plot a 3D surface like in the example mplot3d/surface3d_demo
    x = np.arange(0, 20).astype(int)
    y = np.arange(0, 20).astype(int)
    index_x, index_y = np.meshgrid(x, y)
    
    psi_value = np.linspace(0,1,20)
    psi_nest_x,psi_nest_y = np.meshgrid(psi_value,psi_value)
    
    Z = psi_reshape[i,index_x,index_y]
    surf = ax.plot_surface(psi_nest_x, psi_nest_y, Z, rstride=1, cstride=1, cmap=cm.coolwarm,
                           linewidth=0, antialiased=False)
    #ax.set_zlim(-1.01, 1.01)
    ax.set_xlabel('H1 $\\xi$')
    ax.set_ylabel('L1 $\\xi$')
    ax.set_title('$\\xi=$'+str(psi_value[i]))
    fig.colorbar(surf, shrink=0.5, aspect=10)

/work/yifan.wang/virtualenv/sgwb/lib/python3.7/site-packages/ipykernel_launcher.py:22: MatplotlibDeprecationWarning: Auto-removal of grids by pcolor() and pcolormesh() is deprecated since 3.5 and will be removed two minor releases later; please call grid(False) first.
In [74]:
np.max(psi_reshape)
Out[74]:
3865.123654613674
In [78]:
np.argwhere(psi_reshape == psi_reshape.max())
Out[78]:
array([[ 0,  2, 11]])

Autogating¶

In [20]:
def time_to_index(time):
    start =Time('2020-03-01T00:00:00', format='isot', scale='utc').gps
    index = (time-start)//4
    return index

def index_to_time(index):
    start =Time('2020-03-01T00:00:00', format='isot', scale='utc').gps
    return start + index*4 + 2
In [21]:
gate = h5py.File('/work/yifan.wang/4ogc/notebook/copy/pastro/singles/gates.hdf','r')
In [22]:
#https://www.andrews.edu/~tzs/timeconv/timedisplay.php
st = Time('2020-03-01T00:00:00', format='isot', scale='utc').gps
et = Time('2020-03-02T00:00:00', format='isot', scale='utc').gps
In [23]:
gateh = gate['H1'][(gate['H1']<et) & (gate['H1']>st)]
gatel = gate['L1'][(gate['L1']<et) & (gate['L1']>st)]
gatev = gate['V1'][(gate['V1']<et) & (gate['V1']>st)]
In [24]:
len(gateh),len(gatel),len(gatev)
Out[24]:
(700, 436, 104)
In [25]:
gt_ind_h = time_to_index(gateh)
gt_ind_l = time_to_index(gatel)
gt_ind_v = time_to_index(gatev)
In [26]:
'''
for i in gt_ind_h:
    df = df[df['index'] != i ] 
    
for i in gt_ind_l:
    df = df[df['index'] != i ] 
    
for i in gt_ind_v:
    df = df[df['index'] != i ]
'''
Out[26]:
"\nfor i in gt_ind_h:\n    df = df[df['index'] != i ] \n    \nfor i in gt_ind_l:\n    df = df[df['index'] != i ] \n    \nfor i in gt_ind_v:\n    df = df[df['index'] != i ]\n"
In [27]:
len(df)
Out[27]:
21129
In [28]:
gt = np.union1d(gt_ind_h,gt_ind_l)
In [29]:
len(gt)
Out[29]:
162
In [30]:
glitchindex = np.intersect1d(gt.astype(int),df.index)
In [31]:
dfpycbcglitch = df.loc[glitchindex]
In [32]:
plt.scatter(df['lnb_ratio'],df['snr_max'],s=1,label='All data')
plt.scatter(dfpycbcglitch['lnb_ratio'],dfpycbcglitch['snr_max'],s=1,label='PyCBC autogating')
plt.xscale('symlog')
plt.yscale('log')
plt.xlabel('$\ln \mathcal{B}$')
#plt.axhline(6,ls='--',label='snr=6')
plt.xlim(-1,1e8)
plt.ylim(1,6e3)
plt.ylabel('SNR')
plt.legend()
Out[32]:
<matplotlib.legend.Legend at 0x7f3470989be0>
In [33]:
autogating_index = glitchindex
In [34]:
len(autogating_index)
Out[34]:
161
In [35]:
df_nogating = df.loc[np.setdiff1d(df.index,glitchindex)]
In [36]:
plt.scatter(df_nogating['lnb_ratio'],df_nogating['snr_max'],s=1,label='Remove gating')
plt.xscale('symlog')
plt.yscale('log')
plt.xlabel('$\ln \mathcal{B}$')
#plt.axhline(6,ls='--',label='snr=6')
plt.xlim(-1,1e8)
plt.ylim(1,6e3)
plt.ylabel('SNR')
plt.legend()
Out[36]:
<matplotlib.legend.Legend at 0x7f3470a66c50>

Gravityspy¶

In [37]:
gs_h = pd.read_csv('./gravityspy/H1_O3b.csv')
gs_l = pd.read_csv('./gravityspy/L1_O3b.csv')
In [38]:
sel = (gs_h['peak_time'] < et) & (gs_h['peak_time'] > st) & (gs_h['ml_label']!='No_Glitch')
In [39]:
gs_h = gs_h[sel]
In [40]:
np.unique(gs_h['ml_label'])
Out[40]:
array(['Blip', 'Blip_Low_Frequency', 'Extremely_Loud', 'Fast_Scattering',
       'Koi_Fish', 'Low_Frequency_Burst', 'Paired_Doves',
       'Repeating_Blips', 'Tomte'], dtype=object)
In [41]:
sel = (gs_l['peak_time'] < et) & (gs_l['peak_time'] > st) & (gs_l['ml_label']!='No_Glitch')
gs_l = gs_l[sel]
In [42]:
gs_ind_h = time_to_index(gs_h['peak_time'])
In [43]:
gs_ind_l = time_to_index(gs_l['peak_time'])
In [44]:
'''
for i in gs_ind_h:
    df = df[df['index'] != int(i) ] 
    
for i in gs_ind_l:
    df = df[df['index'] != int(i) ] 
'''
Out[44]:
"\nfor i in gs_ind_h:\n    df = df[df['index'] != int(i) ] \n    \nfor i in gs_ind_l:\n    df = df[df['index'] != int(i) ] \n"
In [45]:
gravityspy_index = np.union1d(gs_ind_h.values,gs_ind_l.values)
In [46]:
len(gs_ind_h),len(gs_ind_l),len(gravityspy_index)
Out[46]:
(152, 362, 467)
In [47]:
gravityspy_index = np.intersect1d(df.index,gravityspy_index.astype(int))
In [48]:
len(gravityspy_index)
Out[48]:
466
In [49]:
len(autogating_index)
Out[49]:
161
In [50]:
len(np.intersect1d(gravityspy_index,autogating_index))
Out[50]:
147
In [51]:
df_gravityspy = df.loc[gravityspy_index]
In [52]:
plt.scatter(df['lnb_ratio'],df['snr_max'],s=1,label='All data')
plt.scatter(df_gravityspy['lnb_ratio'],df_gravityspy['snr_max'],s=1,label='Gravity Spy glitch')
plt.xscale('symlog')
plt.yscale('log')
plt.xlabel('$\ln \mathcal{B}$')
#plt.axhline(6,ls='--',label='snr=6')
plt.xlim(-1,1e8)
plt.ylim(1,6e3)
plt.ylabel('SNR')
plt.legend()
Out[52]:
<matplotlib.legend.Legend at 0x7f342d356780>
In [53]:
for i in gravityspy_index:
    print('===========')
    print('HL')
    print(df.loc[i])
    print('H')
    print(dfh.loc[i])
    print('L')
    print(dfl.loc[i])

===========
HL
index           139.000000
lnb_ratio       383.877450
lnb_signal   -53907.721998
lnb_noise    -54291.599449
snr_median       25.030632
snr_max          29.087907
Name: 139, dtype: float64
H
lnb_ratio        -0.007178
lnb_signal   -41030.621449
lnb_noise    -41030.614271
snr_median        1.483625
snr_max           3.225132
Name: 139, dtype: float64
L
lnb_ratio       391.957442
lnb_signal   -12869.027736
lnb_noise    -13260.985178
snr_median       24.472862
snr_max          29.028194
Name: 139, dtype: float64
===========
HL
index           305.000000
lnb_ratio      7325.142530
lnb_signal   -77768.994777
lnb_noise    -85094.137307
snr_median      118.540789
snr_max         121.697375
Name: 305, dtype: float64
H
lnb_ratio        -0.022704
lnb_signal   -42826.445004
lnb_noise    -42826.422300
snr_median        1.284557
snr_max           2.964784
Name: 305, dtype: float64
L
lnb_ratio      7427.068558
lnb_signal   -34840.646450
lnb_noise    -42267.715007
snr_median      119.014312
snr_max         122.414210
Name: 305, dtype: float64
===========
HL
index           403.000000
lnb_ratio         8.578179
lnb_signal   -51816.291444
lnb_noise    -51824.869623
snr_median        6.020850
snr_max           7.641041
Name: 403, dtype: float64
H
lnb_ratio        -0.086694
lnb_signal   -39485.356683
lnb_noise    -39485.269989
snr_median        1.489106
snr_max           3.527269
Name: 403, dtype: float64
L
lnb_ratio        12.556365
lnb_signal   -12327.043269
lnb_noise    -12339.599634
snr_median        5.973944
snr_max           7.647695
Name: 403, dtype: float64
===========
HL
index           585.000000
lnb_ratio       502.214975
lnb_signal   -49043.359887
lnb_noise    -49545.574863
snr_median       29.428877
snr_max          33.194874
Name: 585, dtype: float64
H
lnb_ratio        -0.079779
lnb_signal   -36268.548684
lnb_noise    -36268.468906
snr_median        1.089648
snr_max           2.881134
Name: 585, dtype: float64
L
lnb_ratio       519.789235
lnb_signal   -12757.316722
lnb_noise    -13277.105957
snr_median       29.973963
snr_max          33.495975
Name: 585, dtype: float64
===========
HL
index           642.000000
lnb_ratio        29.665809
lnb_signal   -52486.548814
lnb_noise    -52516.214623
snr_median        8.656798
snr_max          10.385277
Name: 642, dtype: float64
H
lnb_ratio        -0.063853
lnb_signal   -40061.095154
lnb_noise    -40061.031301
snr_median        1.550567
snr_max           3.563992
Name: 642, dtype: float64
L
lnb_ratio        34.969779
lnb_signal   -12420.213542
lnb_noise    -12455.183321
snr_median        8.733748
snr_max          10.354492
Name: 642, dtype: float64
===========
HL
index           656.000000
lnb_ratio       308.081905
lnb_signal   -52556.507259
lnb_noise    -52864.589163
snr_median       23.105119
snr_max          26.261591
Name: 656, dtype: float64
H
lnb_ratio         0.031565
lnb_signal   -39003.028325
lnb_noise    -39003.059889
snr_median        1.674190
snr_max           3.430367
Name: 656, dtype: float64
L
lnb_ratio       315.296583
lnb_signal   -13546.232691
lnb_noise    -13861.529274
snr_median       23.756605
snr_max          26.211215
Name: 656, dtype: float64
===========
HL
index           667.000000
lnb_ratio     14120.834256
lnb_signal   -62144.871924
lnb_noise    -76265.706180
snr_median      122.372088
snr_max         168.344366
Name: 667, dtype: float64
H
lnb_ratio     14363.812976
lnb_signal   -49645.183942
lnb_noise    -64008.996918
snr_median      137.905706
snr_max         169.740476
Name: 667, dtype: float64
L
lnb_ratio         0.005538
lnb_signal   -12256.703724
lnb_noise    -12256.709263
snr_median        1.767152
snr_max           3.444001
Name: 667, dtype: float64
===========
HL
index           687.000000
lnb_ratio       413.346470
lnb_signal   -58263.675854
lnb_noise    -58677.022324
snr_median       25.391008
snr_max          30.000872
Name: 687, dtype: float64
H
lnb_ratio       490.854880
lnb_signal   -45980.357374
lnb_noise    -46471.212254
snr_median       29.822014
snr_max          32.743812
Name: 687, dtype: float64
L
lnb_ratio         0.050148
lnb_signal   -12205.759923
lnb_noise    -12205.810071
snr_median        2.499332
snr_max           4.505962
Name: 687, dtype: float64
===========
HL
index           716.000000
lnb_ratio        53.855213
lnb_signal   -52782.006144
lnb_noise    -52835.861357
snr_median       10.794320
snr_max          12.648800
Name: 716, dtype: float64
H
lnb_ratio        -0.051602
lnb_signal   -39496.402212
lnb_noise    -39496.350610
snr_median        1.430492
snr_max           3.327963
Name: 716, dtype: float64
L
lnb_ratio        59.198931
lnb_signal   -13280.311816
lnb_noise    -13339.510747
snr_median       10.510852
snr_max          12.555542
Name: 716, dtype: float64
===========
HL
index           786.000000
lnb_ratio      2758.302995
lnb_signal   -57965.423491
lnb_noise    -60723.726487
snr_median       69.973520
snr_max          74.987220
Name: 786, dtype: float64
H
lnb_ratio        -0.078668
lnb_signal   -43022.547059
lnb_noise    -43022.468391
snr_median        1.421785
snr_max           3.494486
Name: 786, dtype: float64
L
lnb_ratio      2769.156972
lnb_signal   -14932.101123
lnb_noise    -17701.258095
snr_median       70.194845
snr_max          74.982809
Name: 786, dtype: float64
===========
HL
index           790.000000
lnb_ratio       441.418080
lnb_signal   -57682.381135
lnb_noise    -58123.799215
snr_median       27.459415
snr_max          31.121472
Name: 790, dtype: float64
H
lnb_ratio       450.719356
lnb_signal   -43083.308767
lnb_noise    -43534.028123
snr_median       29.130772
snr_max          31.083028
Name: 790, dtype: float64
L
lnb_ratio        -0.144442
lnb_signal   -14589.915535
lnb_noise    -14589.771092
snr_median        1.292929
snr_max           3.087578
Name: 790, dtype: float64
===========
HL
index           826.000000
lnb_ratio      3795.141547
lnb_signal   -59622.111010
lnb_noise    -63417.252556
snr_median       83.013444
snr_max          87.700600
Name: 826, dtype: float64
H
lnb_ratio        -0.016578
lnb_signal   -42176.415026
lnb_noise    -42176.398448
snr_median        1.470992
snr_max           3.238403
Name: 826, dtype: float64
L
lnb_ratio      3808.391351
lnb_signal   -17432.462757
lnb_noise    -21240.854108
snr_median       84.247149
snr_max          87.741712
Name: 826, dtype: float64
===========
HL
index           849.000000
lnb_ratio         4.111397
lnb_signal   -55741.066229
lnb_noise    -55745.177626
snr_median        4.173919
snr_max           5.916368
Name: 849, dtype: float64
H
lnb_ratio         0.016377
lnb_signal   -40952.607517
lnb_noise    -40952.623894
snr_median        2.040309
snr_max           4.025066
Name: 849, dtype: float64
L
lnb_ratio         3.301436
lnb_signal   -14789.252295
lnb_noise    -14792.553732
snr_median        4.117329
snr_max           5.667599
Name: 849, dtype: float64
===========
HL
index           871.000000
lnb_ratio       203.778089
lnb_signal   -51162.194436
lnb_noise    -51365.972524
snr_median       18.564850
snr_max          21.845620
Name: 871, dtype: float64
H
lnb_ratio         1.101127
lnb_signal   -38650.675812
lnb_noise    -38651.776940
snr_median        3.291731
snr_max           5.792132
Name: 871, dtype: float64
L
lnb_ratio       211.088398
lnb_signal   -12503.107187
lnb_noise    -12714.195585
snr_median       18.086714
snr_max          21.827472
Name: 871, dtype: float64
===========
HL
index           968.000000
lnb_ratio       506.125100
lnb_signal   -53848.661182
lnb_noise    -54354.786281
snr_median       29.084242
snr_max          33.016744
Name: 968, dtype: float64
H
lnb_ratio        -0.050428
lnb_signal   -41371.868956
lnb_noise    -41371.818528
snr_median        1.433734
snr_max           3.383250
Name: 968, dtype: float64
L
lnb_ratio       512.010879
lnb_signal   -12470.956874
lnb_noise    -12982.967753
snr_median       28.342289
snr_max          32.946473
Name: 968, dtype: float64
===========
HL
index          1137.000000
lnb_ratio       209.651355
lnb_signal   -49630.320574
lnb_noise    -49839.971929
snr_median       19.404633
snr_max          22.209538
Name: 1137, dtype: float64
H
lnb_ratio       217.038375
lnb_signal   -37447.076240
lnb_noise    -37664.114615
snr_median       20.344410
snr_max          22.126686
Name: 1137, dtype: float64
L
lnb_ratio         0.012558
lnb_signal   -12175.844756
lnb_noise    -12175.857313
snr_median        1.979081
snr_max           3.889452
Name: 1137, dtype: float64
===========
HL
index          1138.000000
lnb_ratio       125.667893
lnb_signal   -55440.218224
lnb_noise    -55565.886117
snr_median       14.708687
snr_max          18.504750
Name: 1138, dtype: float64
H
lnb_ratio       145.562018
lnb_signal   -43510.044448
lnb_noise    -43655.606467
snr_median       16.272743
snr_max          19.231126
Name: 1138, dtype: float64
L
lnb_ratio         0.347786
lnb_signal   -11909.931864
lnb_noise    -11910.279650
snr_median        2.518297
snr_max           4.463311
Name: 1138, dtype: float64
===========
HL
index          1199.000000
lnb_ratio      1609.127308
lnb_signal   -56625.624634
lnb_noise    -58234.751941
snr_median       54.015395
snr_max          57.548679
Name: 1199, dtype: float64
H
lnb_ratio        -0.111701
lnb_signal   -40972.493768
lnb_noise    -40972.382067
snr_median        1.088424
snr_max           3.094309
Name: 1199, dtype: float64
L
lnb_ratio      1617.459351
lnb_signal   -15644.910524
lnb_noise    -17262.369875
snr_median       55.041966
snr_max          57.515721
Name: 1199, dtype: float64
===========
HL
index          1252.000000
lnb_ratio       949.904499
lnb_signal   -61556.680110
lnb_noise    -62506.584609
snr_median       39.297846
snr_max          44.565688
Name: 1252, dtype: float64
H
lnb_ratio        -0.029030
lnb_signal   -47745.855368
lnb_noise    -47745.826338
snr_median        1.651341
snr_max           3.575352
Name: 1252, dtype: float64
L
lnb_ratio       959.198563
lnb_signal   -13801.559709
lnb_noise    -14760.758272
snr_median       38.789896
snr_max          44.553015
Name: 1252, dtype: float64
===========
HL
index         1.306000e+03
lnb_ratio     3.271106e+05
lnb_signal   -1.401023e+06
lnb_noise    -1.728133e+06
snr_median    5.679879e+02
snr_max       8.089123e+02
Name: 1306, dtype: float64
H
lnb_ratio     4.194529e+05
lnb_signal   -1.295792e+06
lnb_noise    -1.715245e+06
snr_median    7.781610e+02
snr_max       9.159851e+02
Name: 1306, dtype: float64
L
lnb_ratio         0.109323
lnb_signal   -12888.750364
lnb_noise    -12888.859688
snr_median        2.130294
snr_max           3.804107
Name: 1306, dtype: float64
===========
HL
index         1.307000e+03
lnb_ratio     3.110875e+04
lnb_signal   -1.707001e+06
lnb_noise    -1.738110e+06
snr_median    2.107999e+02
snr_max       2.496759e+02
Name: 1307, dtype: float64
H
lnb_ratio     4.185498e+04
lnb_signal   -1.683892e+06
lnb_noise    -1.725747e+06
snr_median    2.363609e+02
snr_max       2.895159e+02
Name: 1307, dtype: float64
L
lnb_ratio         0.002511
lnb_signal   -12363.258180
lnb_noise    -12363.260691
snr_median        1.894612
snr_max           3.855531
Name: 1307, dtype: float64
===========
HL
index          1336.000000
lnb_ratio     29101.304026
lnb_signal   -66961.996726
lnb_noise    -96063.300752
snr_median      167.048652
snr_max         241.447226
Name: 1336, dtype: float64
H
lnb_ratio     29684.831432
lnb_signal   -53997.000036
lnb_noise    -83681.831468
snr_median      196.065988
snr_max         243.838001
Name: 1336, dtype: float64
L
lnb_ratio        -0.079645
lnb_signal   -12381.548929
lnb_noise    -12381.469284
snr_median        1.712058
snr_max           3.612829
Name: 1336, dtype: float64
===========
HL
index          1400.000000
lnb_ratio         2.701231
lnb_signal   -80562.444199
lnb_noise    -80565.145430
snr_median        4.917401
snr_max           6.882527
Name: 1400, dtype: float64
H
lnb_ratio         8.633684
lnb_signal   -68403.090388
lnb_noise    -68411.724072
snr_median        4.922735
snr_max           6.602503
Name: 1400, dtype: float64
L
lnb_ratio         0.041171
lnb_signal   -12153.380187
lnb_noise    -12153.421358
snr_median        2.229927
snr_max           4.068600
Name: 1400, dtype: float64
===========
HL
index          1401.000000
lnb_ratio      9997.864045
lnb_signal   -65618.050177
lnb_noise    -75615.914222
snr_median      136.234030
snr_max         141.825302
Name: 1401, dtype: float64
H
lnb_ratio     10008.795538
lnb_signal   -53593.259062
lnb_noise    -63602.054600
snr_median      138.630523
snr_max         141.819861
Name: 1401, dtype: float64
L
lnb_ratio        -0.053581
lnb_signal   -12013.913202
lnb_noise    -12013.859622
snr_median        1.653750
snr_max           3.454520
Name: 1401, dtype: float64
===========
HL
index          1409.000000
lnb_ratio        12.982044
lnb_signal   -48336.920946
lnb_noise    -48349.902990
snr_median        7.042243
snr_max           8.730557
Name: 1409, dtype: float64
H
lnb_ratio         0.000928
lnb_signal   -35708.928448
lnb_noise    -35708.929376
snr_median        1.895305
snr_max           3.923149
Name: 1409, dtype: float64
L
lnb_ratio        18.117624
lnb_signal   -12622.855991
lnb_noise    -12640.973614
snr_median        7.031854
snr_max           8.995983
Name: 1409, dtype: float64
===========
HL
index          1438.000000
lnb_ratio      6380.622811
lnb_signal   -84469.950154
lnb_noise    -90850.572965
snr_median      107.184354
snr_max         113.499417
Name: 1438, dtype: float64
H
lnb_ratio        -0.080336
lnb_signal   -42685.895721
lnb_noise    -42685.815385
snr_median        1.551329
snr_max           3.734427
Name: 1438, dtype: float64
L
lnb_ratio      6388.124034
lnb_signal   -41776.633546
lnb_noise    -48164.757580
snr_median      109.260733
snr_max         113.481761
Name: 1438, dtype: float64
===========
HL
index          1465.000000
lnb_ratio      1839.442992
lnb_signal   -78667.932006
lnb_noise    -80507.374997
snr_median       57.198544
snr_max          61.509837
Name: 1465, dtype: float64
H
lnb_ratio        -0.036069
lnb_signal   -42432.985962
lnb_noise    -42432.949893
snr_median        1.345375
snr_max           3.093829
Name: 1465, dtype: float64
L
lnb_ratio      1846.899195
lnb_signal   -36227.525909
lnb_noise    -38074.425104
snr_median       58.338739
snr_max          61.494767
Name: 1465, dtype: float64
===========
HL
index         1.621000e+03
lnb_ratio     1.324321e+06
lnb_signal   -3.480569e+06
lnb_noise    -4.804890e+06
snr_median    1.622255e+03
snr_max       1.627651e+03
Name: 1621, dtype: float64
H
lnb_ratio     1.517197e+06
lnb_signal   -3.275625e+06
lnb_noise    -4.792822e+06
snr_median    1.734140e+03
snr_max       1.741992e+03
Name: 1621, dtype: float64
L
lnb_ratio        -0.103699
lnb_signal   -12068.543143
lnb_noise    -12068.439445
snr_median        1.625656
snr_max           3.463916
Name: 1621, dtype: float64
===========
HL
index          1642.000000
lnb_ratio       271.916589
lnb_signal   -53337.859366
lnb_noise    -53609.775955
snr_median       21.251181
snr_max          24.876521
Name: 1642, dtype: float64
H
lnb_ratio        -0.056263
lnb_signal   -39811.658352
lnb_noise    -39811.602089
snr_median        1.328259
snr_max           3.165618
Name: 1642, dtype: float64
L
lnb_ratio       280.009690
lnb_signal   -13518.164177
lnb_noise    -13798.173867
snr_median       20.717514
snr_max          24.863668
Name: 1642, dtype: float64
===========
HL
index          1645.000000
lnb_ratio        -0.089226
lnb_signal   -50628.558464
lnb_noise    -50628.469238
snr_median        2.122950
snr_max           4.134628
Name: 1645, dtype: float64
H
lnb_ratio        -0.038202
lnb_signal   -37022.774133
lnb_noise    -37022.735931
snr_median        1.734114
snr_max           3.733668
Name: 1645, dtype: float64
L
lnb_ratio        -0.077335
lnb_signal   -13605.810642
lnb_noise    -13605.733307
snr_median        2.112891
snr_max           4.269732
Name: 1645, dtype: float64
===========
HL
index           1839.000000
lnb_ratio      42444.481343
lnb_signal   -407741.084468
lnb_noise    -450185.565811
snr_median       290.320707
snr_max          292.220870
Name: 1839, dtype: float64
H
lnb_ratio      43848.377781
lnb_signal   -393585.108906
lnb_noise    -437433.486687
snr_median       292.978087
snr_max          296.399552
Name: 1839, dtype: float64
L
lnb_ratio         0.101134
lnb_signal   -12751.977990
lnb_noise    -12752.079124
snr_median        2.000988
snr_max           3.869122
Name: 1839, dtype: float64
===========
HL
index          1925.000000
lnb_ratio        23.522326
lnb_signal   -56657.424638
lnb_noise    -56680.946964
snr_median        7.533657
snr_max           9.536440
Name: 1925, dtype: float64
H
lnb_ratio         0.032023
lnb_signal   -43508.025940
lnb_noise    -43508.057963
snr_median        1.846844
snr_max           3.704192
Name: 1925, dtype: float64
L
lnb_ratio        28.126673
lnb_signal   -13144.762327
lnb_noise    -13172.889001
snr_median        7.368966
snr_max           9.388696
Name: 1925, dtype: float64
===========
HL
index           2138.000000
lnb_ratio       8499.318869
lnb_signal    -95787.058854
lnb_noise    -104286.377723
snr_median       126.442625
snr_max          130.838183
Name: 2138, dtype: float64
H
lnb_ratio        -0.037030
lnb_signal   -43192.926637
lnb_noise    -43192.889607
snr_median        1.697782
snr_max           3.818733
Name: 2138, dtype: float64
L
lnb_ratio      8509.232121
lnb_signal   -52584.255996
lnb_noise    -61093.488116
snr_median      127.993202
snr_max         130.829559
Name: 2138, dtype: float64
===========
HL
index          2283.000000
lnb_ratio      2553.848828
lnb_signal   -54019.924742
lnb_noise    -56573.773569
snr_median       66.876616
snr_max          72.342205
Name: 2283, dtype: float64
H
lnb_ratio        -0.069075
lnb_signal   -38236.589100
lnb_noise    -38236.520025
snr_median        1.229083
snr_max           3.028193
Name: 2283, dtype: float64
L
lnb_ratio      2612.490714
lnb_signal   -15724.762830
lnb_noise    -18337.253545
snr_median       69.317742
snr_max          73.062717
Name: 2283, dtype: float64
===========
HL
index          2306.000000
lnb_ratio        10.759251
lnb_signal   -48571.143332
lnb_noise    -48581.902583
snr_median        5.982970
snr_max           7.694411
Name: 2306, dtype: float64
H
lnb_ratio        -0.029194
lnb_signal   -36400.003436
lnb_noise    -36399.974243
snr_median        1.924446
snr_max           3.967088
Name: 2306, dtype: float64
L
lnb_ratio        10.472565
lnb_signal   -12171.455775
lnb_noise    -12181.928340
snr_median        5.699447
snr_max           7.439550
Name: 2306, dtype: float64
===========
HL
index           2309.000000
lnb_ratio     139192.770753
lnb_signal   -667564.963939
lnb_noise    -806757.734692
snr_median       524.223617
snr_max          527.777066
Name: 2309, dtype: float64
H
lnb_ratio     164759.963988
lnb_signal   -628429.934743
lnb_noise    -793189.898731
snr_median       572.118437
snr_max          574.262545
Name: 2309, dtype: float64
L
lnb_ratio        -0.057071
lnb_signal   -13567.893032
lnb_noise    -13567.835961
snr_median        1.557422
snr_max           3.272104
Name: 2309, dtype: float64
===========
HL
index          2323.000000
lnb_ratio       410.435458
lnb_signal   -51787.165477
lnb_noise    -52197.600935
snr_median       26.610439
snr_max          29.971590
Name: 2323, dtype: float64
H
lnb_ratio        -0.020852
lnb_signal   -38720.912580
lnb_noise    -38720.891728
snr_median        1.584471
snr_max           3.451644
Name: 2323, dtype: float64
L
lnb_ratio       415.198877
lnb_signal   -13061.510331
lnb_noise    -13476.709207
snr_median       25.734469
snr_max          29.856241
Name: 2323, dtype: float64
===========
HL
index         2.405000e+03
lnb_ratio     3.658064e+06
lnb_signal   -1.598564e+07
lnb_noise    -1.964370e+07
snr_median    2.653249e+03
snr_max       2.704868e+03
Name: 2405, dtype: float64
H
lnb_ratio     5.143152e+06
lnb_signal   -1.448833e+07
lnb_noise    -1.963148e+07
snr_median    2.747921e+03
snr_max       3.207245e+03
Name: 2405, dtype: float64
L
lnb_ratio        -0.040185
lnb_signal   -12227.066625
lnb_noise    -12227.026441
snr_median        1.817474
snr_max           3.584524
Name: 2405, dtype: float64
===========
HL
index          2435.000000
lnb_ratio       977.349816
lnb_signal   -59451.961418
lnb_noise    -60429.311234
snr_median       37.408191
snr_max          45.263640
Name: 2435, dtype: float64
H
lnb_ratio       987.786557
lnb_signal   -43793.659217
lnb_noise    -44781.445775
snr_median       39.465518
snr_max          45.252744
Name: 2435, dtype: float64
L
lnb_ratio        -0.053454
lnb_signal   -15647.918914
lnb_noise    -15647.865459
snr_median        1.545663
snr_max           3.228352
Name: 2435, dtype: float64
===========
HL
index          2706.000000
lnb_ratio      7597.939980
lnb_signal   -91043.900658
lnb_noise    -98641.840638
snr_median      119.414152
snr_max         123.752181
Name: 2706, dtype: float64
H
lnb_ratio        -0.044751
lnb_signal   -36327.833398
lnb_noise    -36327.788647
snr_median        1.534541
snr_max           3.481074
Name: 2706, dtype: float64
L
lnb_ratio      7618.770101
lnb_signal   -54695.281890
lnb_noise    -62314.051991
snr_median      121.917992
snr_max         123.842720
Name: 2706, dtype: float64
===========
HL
index          2724.000000
lnb_ratio      1402.207371
lnb_signal   -59753.494054
lnb_noise    -61155.701425
snr_median       49.594210
snr_max          53.830280
Name: 2724, dtype: float64
H
lnb_ratio      1411.655611
lnb_signal   -46928.834026
lnb_noise    -48340.489637
snr_median       50.990331
snr_max          53.809276
Name: 2724, dtype: float64
L
lnb_ratio         0.059720
lnb_signal   -12815.152068
lnb_noise    -12815.211788
snr_median        2.652917
snr_max           4.622468
Name: 2724, dtype: float64
===========
HL
index          2969.000000
lnb_ratio        29.354454
lnb_signal   -58581.928425
lnb_noise    -58611.282879
snr_median        8.769903
snr_max          10.483773
Name: 2969, dtype: float64
H
lnb_ratio        -0.020624
lnb_signal   -45734.514352
lnb_noise    -45734.493728
snr_median        1.672032
snr_max           3.555693
Name: 2969, dtype: float64
L
lnb_ratio        35.788169
lnb_signal   -12841.000982
lnb_noise    -12876.789151
snr_median        8.891104
snr_max          10.437854
Name: 2969, dtype: float64
===========
HL
index           3097.000000
lnb_ratio      69151.463703
lnb_signal   -150795.536172
lnb_noise    -219946.999875
snr_median       350.343586
snr_max          372.054787
Name: 3097, dtype: float64
H
lnb_ratio        -0.022337
lnb_signal   -45530.899609
lnb_noise    -45530.877272
snr_median        1.526571
snr_max           3.329413
Name: 3097, dtype: float64
L
lnb_ratio      69861.938638
lnb_signal   -104554.183965
lnb_noise    -174416.122603
snr_median       369.993003
snr_max          373.959361
Name: 3097, dtype: float64
===========
HL
index           3208.000000
lnb_ratio      12285.734103
lnb_signal   -177245.534426
lnb_noise    -189531.268529
snr_median       150.706315
snr_max          157.170666
Name: 3208, dtype: float64
H
lnb_ratio        -0.107021
lnb_signal   -35653.161247
lnb_noise    -35653.054226
snr_median        0.989042
snr_max           2.796150
Name: 3208, dtype: float64
L
lnb_ratio      12295.948592
lnb_signal   -141582.265711
lnb_noise    -153878.214303
snr_median       152.482432
snr_max          157.170504
Name: 3208, dtype: float64
===========
HL
index          3213.000000
lnb_ratio        57.512409
lnb_signal   -52944.817046
lnb_noise    -53002.329455
snr_median       10.659320
snr_max          13.167731
Name: 3213, dtype: float64
H
lnb_ratio        64.900012
lnb_signal   -40975.378215
lnb_noise    -41040.278227
snr_median       11.470071
snr_max          13.158460
Name: 3213, dtype: float64
L
lnb_ratio        -0.134335
lnb_signal   -11962.185563
lnb_noise    -11962.051228
snr_median        1.485393
snr_max           3.437682
Name: 3213, dtype: float64
===========
HL
index         3.241000e+03
lnb_ratio     1.758067e+06
lnb_signal   -3.496256e+06
lnb_noise    -5.254323e+06
snr_median    1.647721e+03
snr_max       1.875168e+03
Name: 3241, dtype: float64
H
lnb_ratio        -0.020798
lnb_signal   -42538.825338
lnb_noise    -42538.804540
snr_median        1.656531
snr_max           3.623219
Name: 3241, dtype: float64
L
lnb_ratio     2.037974e+06
lnb_signal   -3.173810e+06
lnb_noise    -5.211784e+06
snr_median    2.009708e+03
snr_max       2.018949e+03
Name: 3241, dtype: float64
===========
HL
index          3397.000000
lnb_ratio       177.517490
lnb_signal   -56535.075546
lnb_noise    -56712.593036
snr_median       17.637517
snr_max          20.562680
Name: 3397, dtype: float64
H
lnb_ratio       185.688919
lnb_signal   -43688.714436
lnb_noise    -43874.403354
snr_median       18.786607
snr_max          20.560176
Name: 3397, dtype: float64
L
lnb_ratio        -0.092938
lnb_signal   -12838.282619
lnb_noise    -12838.189681
snr_median        1.814330
snr_max           3.989322
Name: 3397, dtype: float64
===========
HL
index          3428.000000
lnb_ratio         6.359924
lnb_signal   -50048.265845
lnb_noise    -50054.625770
snr_median        5.781790
snr_max           7.502604
Name: 3428, dtype: float64
H
lnb_ratio        -0.030013
lnb_signal   -37626.479384
lnb_noise    -37626.449371
snr_median        1.601273
snr_max           3.542535
Name: 3428, dtype: float64
L
lnb_ratio        11.184831
lnb_signal   -12416.991568
lnb_noise    -12428.176398
snr_median        5.982475
snr_max           7.651943
Name: 3428, dtype: float64
===========
HL
index          3555.000000
lnb_ratio       107.398434
lnb_signal   -53481.459007
lnb_noise    -53588.857441
snr_median       13.947607
snr_max          16.718999
Name: 3555, dtype: float64
H
lnb_ratio        -0.039683
lnb_signal   -40842.846959
lnb_noise    -40842.807276
snr_median        1.456378
snr_max           3.314736
Name: 3555, dtype: float64
L
lnb_ratio       115.500646
lnb_signal   -12630.549519
lnb_noise    -12746.050165
snr_median       13.843504
snr_max          16.715236
Name: 3555, dtype: float64
===========
HL
index          3627.000000
lnb_ratio        14.787588
lnb_signal   -54318.876998
lnb_noise    -54333.664586
snr_median        6.878275
snr_max           8.553643
Name: 3627, dtype: float64
H
lnb_ratio        -0.094997
lnb_signal   -42040.132242
lnb_noise    -42040.037245
snr_median        1.327713
snr_max           3.399296
Name: 3627, dtype: float64
L
lnb_ratio        19.099907
lnb_signal   -12274.527433
lnb_noise    -12293.627341
snr_median        6.982152
snr_max           8.554192
Name: 3627, dtype: float64
===========
HL
index          3642.000000
lnb_ratio        47.334739
lnb_signal   -51959.305616
lnb_noise    -52006.640355
snr_median       10.073486
snr_max          12.020098
Name: 3642, dtype: float64
H
lnb_ratio        -0.099959
lnb_signal   -38067.079410
lnb_noise    -38066.979451
snr_median        1.004510
snr_max           2.745229
Name: 3642, dtype: float64
L
lnb_ratio        52.778643
lnb_signal   -13886.882262
lnb_noise    -13939.660904
snr_median        9.980714
snr_max          11.953362
Name: 3642, dtype: float64
===========
HL
index          3660.000000
lnb_ratio         6.853109
lnb_signal   -54894.618616
lnb_noise    -54901.471725
snr_median        5.477245
snr_max           7.366486
Name: 3660, dtype: float64
H
lnb_ratio        11.613165
lnb_signal   -41472.443535
lnb_noise    -41484.056700
snr_median        5.282621
snr_max           7.287617
Name: 3660, dtype: float64
L
lnb_ratio        -0.026882
lnb_signal   -13417.441906
lnb_noise    -13417.415024
snr_median        1.808041
snr_max           3.604023
Name: 3660, dtype: float64
===========
HL
index          3661.000000
lnb_ratio       684.479159
lnb_signal   -51758.970845
lnb_noise    -52443.450004
snr_median       34.375216
snr_max          38.111163
Name: 3661, dtype: float64
H
lnb_ratio       693.016346
lnb_signal   -39925.797801
lnb_noise    -40618.814147
snr_median       35.587837
snr_max          38.083983
Name: 3661, dtype: float64
L
lnb_ratio        -0.104879
lnb_signal   -11824.740736
lnb_noise    -11824.635857
snr_median        1.713367
snr_max           3.702449
Name: 3661, dtype: float64
===========
HL
index           3752.000000
lnb_ratio     281616.519801
lnb_signal   -339394.546929
lnb_noise    -621011.066730
snr_median       575.429452
snr_max          750.565603
Name: 3752, dtype: float64
H
lnb_ratio     388982.822206
lnb_signal   -219398.787581
lnb_noise    -608381.609787
snr_median       842.044573
snr_max          882.101756
Name: 3752, dtype: float64
L
lnb_ratio         0.902601
lnb_signal   -12628.554341
lnb_noise    -12629.456942
snr_median        2.846601
snr_max           4.752918
Name: 3752, dtype: float64
===========
HL
index          3908.000000
lnb_ratio      1134.589584
lnb_signal   -56466.660102
lnb_noise    -57601.249686
snr_median       45.148660
snr_max          48.631676
Name: 3908, dtype: float64
H
lnb_ratio        -0.054699
lnb_signal   -36675.277995
lnb_noise    -36675.223297
snr_median        1.461484
snr_max           3.422708
Name: 3908, dtype: float64
L
lnb_ratio      1136.340150
lnb_signal   -19789.686239
lnb_noise    -20926.026390
snr_median       46.196990
snr_max          48.525042
Name: 3908, dtype: float64
===========
HL
index          3967.000000
lnb_ratio      8584.465094
lnb_signal   -78432.119327
lnb_noise    -87016.584422
snr_median      124.914883
snr_max         131.491007
Name: 3967, dtype: float64
H
lnb_ratio      8602.599248
lnb_signal   -65799.788897
lnb_noise    -74402.388146
snr_median      121.293573
snr_max         131.496437
Name: 3967, dtype: float64
L
lnb_ratio        -0.100918
lnb_signal   -12614.297194
lnb_noise    -12614.196276
snr_median        1.307284
snr_max           3.023831
Name: 3967, dtype: float64
===========
HL
index           4134.000000
lnb_ratio      46128.954915
lnb_signal    -89844.559637
lnb_noise    -135973.514552
snr_median       303.130739
snr_max          304.034920
Name: 4134, dtype: float64
H
lnb_ratio        -0.060715
lnb_signal   -35965.471569
lnb_noise    -35965.410855
snr_median        1.233752
snr_max           3.131459
Name: 4134, dtype: float64
L
lnb_ratio      46515.319396
lnb_signal    -53492.784302
lnb_noise    -100008.103698
snr_median       303.057280
snr_max          305.212221
Name: 4134, dtype: float64
===========
HL
index          4176.000000
lnb_ratio        48.579018
lnb_signal   -48825.306790
lnb_noise    -48873.885808
snr_median       10.178235
snr_max          12.822299
Name: 4176, dtype: float64
H
lnb_ratio        -0.003612
lnb_signal   -36266.229926
lnb_noise    -36266.226314
snr_median        1.534672
snr_max           3.401150
Name: 4176, dtype: float64
L
lnb_ratio        56.545211
lnb_signal   -12551.114283
lnb_noise    -12607.659494
snr_median       10.806557
snr_max          13.325272
Name: 4176, dtype: float64
===========
HL
index          4214.000000
lnb_ratio      2267.810762
lnb_signal   -51312.058464
lnb_noise    -53579.869226
snr_median       60.525958
snr_max          68.083161
Name: 4214, dtype: float64
H
lnb_ratio        -0.065874
lnb_signal   -36087.691822
lnb_noise    -36087.625948
snr_median        1.204026
snr_max           2.928956
Name: 4214, dtype: float64
L
lnb_ratio      2277.939916
lnb_signal   -15214.303362
lnb_noise    -17492.243278
snr_median       60.550094
snr_max          68.084430
Name: 4214, dtype: float64
===========
HL
index          4237.000000
lnb_ratio       537.316601
lnb_signal   -50204.299140
lnb_noise    -50741.615741
snr_median       31.023929
snr_max          34.029668
Name: 4237, dtype: float64
H
lnb_ratio         0.021665
lnb_signal   -33864.468473
lnb_noise    -33864.490138
snr_median        1.837511
snr_max           3.838089
Name: 4237, dtype: float64
L
lnb_ratio       546.846715
lnb_signal   -16330.278887
lnb_noise    -16877.125603
snr_median       32.116606
snr_max          34.015485
Name: 4237, dtype: float64
===========
HL
index          4281.000000
lnb_ratio       345.944887
lnb_signal   -49654.468741
lnb_noise    -50000.413628
snr_median       24.238452
snr_max          27.698801
Name: 4281, dtype: float64
H
lnb_ratio        -0.002549
lnb_signal   -36948.420778
lnb_noise    -36948.418229
snr_median        1.633638
snr_max           3.399175
Name: 4281, dtype: float64
L
lnb_ratio       355.309653
lnb_signal   -12696.685746
lnb_noise    -13051.995399
snr_median       24.566567
snr_max          27.696981
Name: 4281, dtype: float64
===========
HL
index          4401.000000
lnb_ratio       155.229312
lnb_signal   -57338.486356
lnb_noise    -57493.715668
snr_median       16.542453
snr_max          19.578220
Name: 4401, dtype: float64
H
lnb_ratio        -0.083656
lnb_signal   -43584.327850
lnb_noise    -43584.244194
snr_median        1.623627
snr_max           3.855701
Name: 4401, dtype: float64
L
lnb_ratio       163.061778
lnb_signal   -13746.409696
lnb_noise    -13909.471475
snr_median       15.833540
snr_max          19.505689
Name: 4401, dtype: float64
===========
HL
index           4424.000000
lnb_ratio      34193.524382
lnb_signal    -92072.143256
lnb_noise    -126265.667638
snr_median       255.526057
snr_max          261.770709
Name: 4424, dtype: float64
H
lnb_ratio      34414.463739
lnb_signal    -78210.938744
lnb_noise    -112625.402483
snr_median       259.815849
snr_max          262.575020
Name: 4424, dtype: float64
L
lnb_ratio        -0.015156
lnb_signal   -13640.280312
lnb_noise    -13640.265156
snr_median        1.982235
snr_max           3.912748
Name: 4424, dtype: float64
===========
HL
index          4433.000000
lnb_ratio      2588.745136
lnb_signal   -58389.017905
lnb_noise    -60977.763041
snr_median       67.295814
snr_max          72.673845
Name: 4433, dtype: float64
H
lnb_ratio      2596.744866
lnb_signal   -45801.283392
lnb_noise    -48398.028259
snr_median       69.682810
snr_max          72.636958
Name: 4433, dtype: float64
L
lnb_ratio         0.492226
lnb_signal   -12579.242557
lnb_noise    -12579.734783
snr_median        2.700915
snr_max           4.359235
Name: 4433, dtype: float64
===========
HL
index          4489.000000
lnb_ratio        70.260568
lnb_signal   -53873.876264
lnb_noise    -53944.136832
snr_median       11.659843
snr_max          14.212923
Name: 4489, dtype: float64
H
lnb_ratio         0.483033
lnb_signal   -41026.744857
lnb_noise    -41027.227890
snr_median        2.870949
snr_max           5.125124
Name: 4489, dtype: float64
L
lnb_ratio        77.492539
lnb_signal   -12839.416403
lnb_noise    -12916.908942
snr_median       11.699584
snr_max          14.208378
Name: 4489, dtype: float64
===========
HL
index          4542.000000
lnb_ratio      3987.202516
lnb_signal   -88626.393326
lnb_noise    -92613.595842
snr_median       85.423537
snr_max          89.920733
Name: 4542, dtype: float64
H
lnb_ratio        -0.066773
lnb_signal   -41126.898123
lnb_noise    -41126.831349
snr_median        1.421275
snr_max           3.335279
Name: 4542, dtype: float64
L
lnb_ratio      3997.837878
lnb_signal   -47488.926615
lnb_noise    -51486.764493
snr_median       86.706280
snr_max          89.905104
Name: 4542, dtype: float64
===========
HL
index          4615.000000
lnb_ratio       473.685289
lnb_signal   -49399.350267
lnb_noise    -49873.035556
snr_median       29.473820
snr_max          32.348728
Name: 4615, dtype: float64
H
lnb_ratio        -0.080412
lnb_signal   -35260.399122
lnb_noise    -35260.318710
snr_median        1.116058
snr_max           2.938260
Name: 4615, dtype: float64
L
lnb_ratio       487.203940
lnb_signal   -14125.512906
lnb_noise    -14612.716846
snr_median       30.402780
snr_max          32.493218
Name: 4615, dtype: float64
===========
HL
index          4616.000000
lnb_ratio        67.058308
lnb_signal   -52148.304215
lnb_noise    -52215.362523
snr_median       11.584547
snr_max          13.975685
Name: 4616, dtype: float64
H
lnb_ratio        -0.070659
lnb_signal   -39117.929858
lnb_noise    -39117.859199
snr_median        1.161077
snr_max           2.931551
Name: 4616, dtype: float64
L
lnb_ratio        74.330048
lnb_signal   -13023.173275
lnb_noise    -13097.503324
snr_median       10.978280
snr_max          13.950535
Name: 4616, dtype: float64
===========
HL
index          4654.000000
lnb_ratio        11.508742
lnb_signal   -54922.005997
lnb_noise    -54933.514740
snr_median        6.401832
snr_max           8.004900
Name: 4654, dtype: float64
H
lnb_ratio        -0.081192
lnb_signal   -41097.641978
lnb_noise    -41097.560785
snr_median        1.287749
snr_max           3.311435
Name: 4654, dtype: float64
L
lnb_ratio        16.192510
lnb_signal   -13819.761444
lnb_noise    -13835.953955
snr_median        6.402892
snr_max           7.947872
Name: 4654, dtype: float64
===========
HL
index          4850.000000
lnb_ratio       115.218507
lnb_signal   -53394.111077
lnb_noise    -53509.329584
snr_median       14.467180
snr_max          16.989995
Name: 4850, dtype: float64
H
lnb_ratio        -0.014873
lnb_signal   -40991.835496
lnb_noise    -40991.820623
snr_median        1.709494
snr_max           3.654002
Name: 4850, dtype: float64
L
lnb_ratio       120.461953
lnb_signal   -12397.047007
lnb_noise    -12517.508960
snr_median       15.040750
snr_max          16.909085
Name: 4850, dtype: float64
===========
HL
index         4.874000e+03
lnb_ratio     4.862760e+06
lnb_signal   -1.204057e+07
lnb_noise    -1.690333e+07
snr_median    2.956082e+03
snr_max       3.118598e+03
Name: 4874, dtype: float64
H
lnb_ratio     6.504751e+06
lnb_signal   -1.038657e+07
lnb_noise    -1.689132e+07
snr_median    3.180510e+03
snr_max       3.606886e+03
Name: 4874, dtype: float64
L
lnb_ratio        -0.112206
lnb_signal   -12009.934576
lnb_noise    -12009.822370
snr_median        1.724538
snr_max           3.669034
Name: 4874, dtype: float64
===========
HL
index          4936.000000
lnb_ratio       449.189398
lnb_signal   -57953.770043
lnb_noise    -58402.959440
snr_median       28.447731
snr_max          31.374800
Name: 4936, dtype: float64
H
lnb_ratio        -0.029389
lnb_signal   -41811.175139
lnb_noise    -41811.145750
snr_median        1.408055
snr_max           3.179785
Name: 4936, dtype: float64
L
lnb_ratio       456.779144
lnb_signal   -16135.034546
lnb_noise    -16591.813690
snr_median       29.451582
snr_max          31.284032
Name: 4936, dtype: float64
===========
HL
index          5089.000000
lnb_ratio         5.081480
lnb_signal   -47495.125353
lnb_noise    -47500.206833
snr_median        5.471948
snr_max           7.232901
Name: 5089, dtype: float64
H
lnb_ratio         0.019857
lnb_signal   -35394.753635
lnb_noise    -35394.773492
snr_median        1.610995
snr_max           3.517795
Name: 5089, dtype: float64
L
lnb_ratio         9.840878
lnb_signal   -12095.592463
lnb_noise    -12105.433341
snr_median        5.498446
snr_max           7.130369
Name: 5089, dtype: float64
===========
HL
index           5155.000000
lnb_ratio     136576.567929
lnb_signal   -379523.720489
lnb_noise    -516100.288418
snr_median       518.135652
snr_max          522.893690
Name: 5155, dtype: float64
H
lnb_ratio        -0.044206
lnb_signal   -38967.139967
lnb_noise    -38967.095761
snr_median        1.812314
snr_max           4.042443
Name: 5155, dtype: float64
L
lnb_ratio     138289.186508
lnb_signal   -338844.006148
lnb_noise    -477133.192657
snr_median       517.486065
snr_max          526.021921
Name: 5155, dtype: float64
===========
HL
index         5.168000e+03
lnb_ratio     5.153126e+05
lnb_signal   -1.853032e+06
lnb_noise    -2.368344e+06
snr_median    8.475245e+02
snr_max       1.015253e+03
Name: 5168, dtype: float64
H
lnb_ratio     5.710589e+05
lnb_signal   -1.785495e+06
lnb_noise    -2.356554e+06
snr_median    1.067100e+03
snr_max       1.069003e+03
Name: 5168, dtype: float64
L
lnb_ratio        -0.103798
lnb_signal   -11790.067361
lnb_noise    -11789.963563
snr_median        1.379001
snr_max           3.116622
Name: 5168, dtype: float64
===========
HL
index          5191.000000
lnb_ratio        16.937926
lnb_signal   -51243.280996
lnb_noise    -51260.218922
snr_median        7.477324
snr_max           9.534951
Name: 5191, dtype: float64
H
lnb_ratio        21.719650
lnb_signal   -39127.765531
lnb_noise    -39149.485181
snr_median        7.024061
snr_max           9.033350
Name: 5191, dtype: float64
L
lnb_ratio        -0.078677
lnb_signal   -12110.812419
lnb_noise    -12110.733741
snr_median        1.498182
snr_max           3.342769
Name: 5191, dtype: float64
===========
HL
index          5193.000000
lnb_ratio         7.066470
lnb_signal   -51386.252258
lnb_noise    -51393.318728
snr_median        5.910046
snr_max           7.557638
Name: 5193, dtype: float64
H
lnb_ratio        -0.018044
lnb_signal   -39013.761034
lnb_noise    -39013.742990
snr_median        1.771414
snr_max           3.912106
Name: 5193, dtype: float64
L
lnb_ratio        11.002328
lnb_signal   -12368.573411
lnb_noise    -12379.575739
snr_median        6.277594
snr_max           7.672844
Name: 5193, dtype: float64
===========
HL
index          5205.000000
lnb_ratio         6.945525
lnb_signal   -48855.784530
lnb_noise    -48862.730055
snr_median        5.552779
snr_max           7.557512
Name: 5205, dtype: float64
H
lnb_ratio        -0.052854
lnb_signal   -36772.368070
lnb_noise    -36772.315217
snr_median        1.387093
snr_max           3.271213
Name: 5205, dtype: float64
L
lnb_ratio         9.497454
lnb_signal   -12080.917384
lnb_noise    -12090.414838
snr_median        5.377404
snr_max           7.296584
Name: 5205, dtype: float64
===========
HL
index          5213.000000
lnb_ratio        68.830791
lnb_signal   -51410.181104
lnb_noise    -51479.011894
snr_median       12.066183
snr_max          14.253614
Name: 5213, dtype: float64
H
lnb_ratio        -0.091177
lnb_signal   -37846.154699
lnb_noise    -37846.063522
snr_median        1.202585
snr_max           3.148401
Name: 5213, dtype: float64
L
lnb_ratio        76.366597
lnb_signal   -13556.581775
lnb_noise    -13632.948372
snr_median       11.316284
snr_max          14.188613
Name: 5213, dtype: float64
===========
HL
index          5297.000000
lnb_ratio       989.497930
lnb_signal   -54173.932967
lnb_noise    -55163.430897
snr_median       39.229124
snr_max          45.468531
Name: 5297, dtype: float64
H
lnb_ratio       998.661668
lnb_signal   -41898.207709
lnb_noise    -42896.869377
snr_median       40.969521
snr_max          45.442888
Name: 5297, dtype: float64
L
lnb_ratio        -0.115648
lnb_signal   -12266.677169
lnb_noise    -12266.561520
snr_median        1.590619
snr_max           3.465794
Name: 5297, dtype: float64
===========
HL
index          5313.000000
lnb_ratio         9.420121
lnb_signal   -50967.767445
lnb_noise    -50977.187566
snr_median        6.051432
snr_max           8.147003
Name: 5313, dtype: float64
H
lnb_ratio        15.217840
lnb_signal   -36717.234467
lnb_noise    -36732.452307
snr_median        6.295979
snr_max           8.048562
Name: 5313, dtype: float64
L
lnb_ratio        -0.116070
lnb_signal   -14244.851329
lnb_noise    -14244.735259
snr_median        1.463191
snr_max           3.322994
Name: 5313, dtype: float64
===========
HL
index          5330.000000
lnb_ratio      1858.912298
lnb_signal   -60214.632739
lnb_noise    -62073.545037
snr_median       57.956645
snr_max          61.756785
Name: 5330, dtype: float64
H
lnb_ratio        -0.028614
lnb_signal   -37293.702870
lnb_noise    -37293.674257
snr_median        1.431510
snr_max           3.123884
Name: 5330, dtype: float64
L
lnb_ratio      1868.749631
lnb_signal   -22911.121150
lnb_noise    -24779.870780
snr_median       59.470727
snr_max          61.755876
Name: 5330, dtype: float64
===========
HL
index          5348.000000
lnb_ratio     17308.386507
lnb_signal   -77358.782132
lnb_noise    -94667.168639
snr_median      184.812421
snr_max         186.878352
Name: 5348, dtype: float64
H
lnb_ratio        -0.130678
lnb_signal   -38593.641030
lnb_noise    -38593.510352
snr_median        1.042080
snr_max           2.993801
Name: 5348, dtype: float64
L
lnb_ratio     17358.722206
lnb_signal   -38714.936081
lnb_noise    -56073.658287
snr_median      181.609453
snr_max         186.650018
Name: 5348, dtype: float64
===========
HL
index          5440.000000
lnb_ratio         7.913385
lnb_signal   -57138.773602
lnb_noise    -57146.686987
snr_median        5.384160
snr_max           7.045837
Name: 5440, dtype: float64
H
lnb_ratio        -0.114800
lnb_signal   -44823.732297
lnb_noise    -44823.617496
snr_median        1.324012
snr_max           3.535633
Name: 5440, dtype: float64
L
lnb_ratio         9.255189
lnb_signal   -12313.814302
lnb_noise    -12323.069490
snr_median        5.223050
snr_max           6.849569
Name: 5440, dtype: float64
===========
HL
index          5449.000000
lnb_ratio       633.239447
lnb_signal   -56851.207796
lnb_noise    -57484.447243
snr_median       33.301946
snr_max          36.716054
Name: 5449, dtype: float64
H
lnb_ratio        -0.047758
lnb_signal   -39768.135070
lnb_noise    -39768.087312
snr_median        1.474033
snr_max           3.441465
Name: 5449, dtype: float64
L
lnb_ratio       640.398688
lnb_signal   -17075.961242
lnb_noise    -17716.359931
snr_median       34.342092
snr_max          36.687172
Name: 5449, dtype: float64
===========
HL
index          5478.000000
lnb_ratio       977.360116
lnb_signal   -56503.216551
lnb_noise    -57480.576668
snr_median       40.608366
snr_max          45.229514
Name: 5478, dtype: float64
H
lnb_ratio       989.613940
lnb_signal   -44370.827041
lnb_noise    -45360.440981
snr_median       42.463803
snr_max          45.281560
Name: 5478, dtype: float64
L
lnb_ratio        -0.129588
lnb_signal   -12120.265275
lnb_noise    -12120.135687
snr_median        1.264128
snr_max           3.008514
Name: 5478, dtype: float64
===========
HL
index           5487.000000
lnb_ratio      24827.840754
lnb_signal   -102823.977680
lnb_noise    -127651.818434
snr_median       212.675987
snr_max          223.112900
Name: 5487, dtype: float64
H
lnb_ratio      24994.962411
lnb_signal    -89820.843515
lnb_noise    -114815.805926
snr_median       219.351164
snr_max          223.823859
Name: 5487, dtype: float64
L
lnb_ratio         0.064726
lnb_signal   -12835.947781
lnb_noise    -12836.012508
snr_median        2.127661
snr_max           3.967371
Name: 5487, dtype: float64
===========
HL
index         5.607000e+03
lnb_ratio     3.630540e+05
lnb_signal   -1.029551e+06
lnb_noise    -1.392605e+06
snr_median    8.312329e+02
snr_max       8.525497e+02
Name: 5607, dtype: float64
H
lnb_ratio        -0.089308
lnb_signal   -39525.327204
lnb_noise    -39525.237895
snr_median        1.375006
snr_max           3.324366
Name: 5607, dtype: float64
L
lnb_ratio     4.223639e+05
lnb_signal   -9.307162e+05
lnb_noise    -1.353080e+06
snr_median    7.488986e+02
snr_max       9.191510e+02
Name: 5607, dtype: float64
===========
HL
index         5.731000e+03
lnb_ratio     1.331935e+06
lnb_signal   -2.818873e+06
lnb_noise    -4.150808e+06
snr_median    1.620415e+03
snr_max       1.632183e+03
Name: 5731, dtype: float64
H
lnb_ratio        -0.029597
lnb_signal   -41012.386123
lnb_noise    -41012.356526
snr_median        1.631755
snr_max           3.580350
Name: 5731, dtype: float64
L
lnb_ratio     1.352274e+06
lnb_signal   -2.757522e+06
lnb_noise    -4.109796e+06
snr_median    1.620390e+03
snr_max       1.644590e+03
Name: 5731, dtype: float64
===========
HL
index          5754.000000
lnb_ratio       108.849543
lnb_signal   -51745.500433
lnb_noise    -51854.349976
snr_median       13.852079
snr_max          16.776644
Name: 5754, dtype: float64
H
lnb_ratio        -0.036588
lnb_signal   -38648.529414
lnb_noise    -38648.492827
snr_median        1.464744
snr_max           3.308918
Name: 5754, dtype: float64
L
lnb_ratio       115.342891
lnb_signal   -13090.514258
lnb_noise    -13205.857149
snr_median       13.364490
snr_max          16.706194
Name: 5754, dtype: float64
===========
HL
index         5.839000e+03
lnb_ratio     3.766267e+05
lnb_signal   -1.518127e+06
lnb_noise    -1.894754e+06
snr_median    7.785021e+02
snr_max       8.679710e+02
Name: 5839, dtype: float64
H
lnb_ratio     4.127310e+05
lnb_signal   -1.469335e+06
lnb_noise    -1.882066e+06
snr_median    7.097786e+02
snr_max       9.086009e+02
Name: 5839, dtype: float64
L
lnb_ratio        -0.023475
lnb_signal   -12687.824328
lnb_noise    -12687.800852
snr_median        2.254256
snr_max           4.334586
Name: 5839, dtype: float64
===========
HL
index          5867.000000
lnb_ratio        11.331381
lnb_signal   -51961.432168
lnb_noise    -51972.763549
snr_median        6.334806
snr_max           8.264283
Name: 5867, dtype: float64
H
lnb_ratio        -0.062160
lnb_signal   -39446.844059
lnb_noise    -39446.781898
snr_median        1.887351
snr_max           4.272272
Name: 5867, dtype: float64
L
lnb_ratio        14.778875
lnb_signal   -12511.202775
lnb_noise    -12525.981651
snr_median        6.524549
snr_max           8.099342
Name: 5867, dtype: float64
===========
HL
index          5937.000000
lnb_ratio       310.948490
lnb_signal   -49215.280261
lnb_noise    -49526.228751
snr_median       23.151348
snr_max          26.539798
Name: 5937, dtype: float64
H
lnb_ratio        -0.057147
lnb_signal   -34755.494490
lnb_noise    -34755.437343
snr_median        1.337888
snr_max           3.102898
Name: 5937, dtype: float64
L
lnb_ratio       317.539993
lnb_signal   -14453.251415
lnb_noise    -14770.791408
snr_median       23.749622
snr_max          26.421996
Name: 5937, dtype: float64
===========
HL
index          5946.000000
lnb_ratio        10.767337
lnb_signal   -51156.607674
lnb_noise    -51167.375011
snr_median        6.170857
snr_max           7.746607
Name: 5946, dtype: float64
H
lnb_ratio        -0.074088
lnb_signal   -38360.401762
lnb_noise    -38360.327673
snr_median        1.731789
snr_max           4.006492
Name: 5946, dtype: float64
L
lnb_ratio        13.516860
lnb_signal   -12793.530477
lnb_noise    -12807.047338
snr_median        5.803640
snr_max           7.671629
Name: 5946, dtype: float64
===========
HL
index          5948.000000
lnb_ratio      3358.253648
lnb_signal   -56742.601144
lnb_noise    -60100.854791
snr_median       77.470295
snr_max          82.571963
Name: 5948, dtype: float64
H
lnb_ratio        -0.023929
lnb_signal   -37592.161553
lnb_noise    -37592.137624
snr_median        1.520484
snr_max           3.305069
Name: 5948, dtype: float64
L
lnb_ratio      3366.927250
lnb_signal   -19141.789917
lnb_noise    -22508.717168
snr_median       79.452332
snr_max          82.559553
Name: 5948, dtype: float64
===========
HL
index          5960.000000
lnb_ratio       124.432298
lnb_signal   -52276.397591
lnb_noise    -52400.829888
snr_median       15.158314
snr_max          17.839792
Name: 5960, dtype: float64
H
lnb_ratio        -0.059768
lnb_signal   -39286.443327
lnb_noise    -39286.383559
snr_median        1.297251
snr_max           3.140906
Name: 5960, dtype: float64
L
lnb_ratio       132.570848
lnb_signal   -12981.875482
lnb_noise    -13114.446330
snr_median       15.000956
snr_max          17.816927
Name: 5960, dtype: float64
===========
HL
index           5965.000000
lnb_ratio      27198.572532
lnb_signal    -87125.372186
lnb_noise    -114323.944718
snr_median       222.403107
snr_max          233.540007
Name: 5965, dtype: float64
H
lnb_ratio        -0.096833
lnb_signal   -41919.378616
lnb_noise    -41919.281783
snr_median        1.052704
snr_max           2.835782
Name: 5965, dtype: float64
L
lnb_ratio     28063.486201
lnb_signal   -44341.176734
lnb_noise    -72404.662935
snr_median      234.215096
snr_max         237.239904
Name: 5965, dtype: float64
===========
HL
index          6019.000000
lnb_ratio       227.017632
lnb_signal   -50566.920369
lnb_noise    -50793.938002
snr_median       19.535103
snr_max          22.877512
Name: 6019, dtype: float64
H
lnb_ratio        -0.013053
lnb_signal   -37405.131328
lnb_noise    -37405.118275
snr_median        1.844818
snr_max           3.863235
Name: 6019, dtype: float64
L
lnb_ratio       232.002724
lnb_signal   -13156.817002
lnb_noise    -13388.819726
snr_median       18.852718
snr_max          22.765079
Name: 6019, dtype: float64
===========
HL
index          6097.000000
lnb_ratio        73.757752
lnb_signal   -48779.989429
lnb_noise    -48853.747181
snr_median       12.027453
snr_max          14.523416
Name: 6097, dtype: float64
H
lnb_ratio         0.032816
lnb_signal   -35729.847751
lnb_noise    -35729.880568
snr_median        2.530862
snr_max           4.682237
Name: 6097, dtype: float64
L
lnb_ratio        79.555495
lnb_signal   -13044.311118
lnb_noise    -13123.866614
snr_median       12.209139
snr_max          14.534461
Name: 6097, dtype: float64
===========
HL
index           6127.000000
lnb_ratio      33166.770796
lnb_signal    -86542.083538
lnb_noise    -119708.854334
snr_median       219.242634
snr_max          257.754536
Name: 6127, dtype: float64
H
lnb_ratio      33269.757014
lnb_signal    -74342.527792
lnb_noise    -107612.284806
snr_median       255.392135
snr_max          258.178549
Name: 6127, dtype: float64
L
lnb_ratio        -0.022559
lnb_signal   -12096.592088
lnb_noise    -12096.569528
snr_median        1.917113
snr_max           3.974934
Name: 6127, dtype: float64
===========
HL
index           6157.000000
lnb_ratio      21690.509564
lnb_signal   -111258.845502
lnb_noise    -132949.355066
snr_median       202.749105
snr_max          208.597864
Name: 6157, dtype: float64
H
lnb_ratio      21703.245657
lnb_signal    -98416.693387
lnb_noise    -120119.939044
snr_median       205.081085
snr_max          208.596679
Name: 6157, dtype: float64
L
lnb_ratio        -0.053580
lnb_signal   -12829.469603
lnb_noise    -12829.416022
snr_median        1.804774
snr_max           3.638607
Name: 6157, dtype: float64
===========
HL
index          6165.000000
lnb_ratio      4607.526234
lnb_signal   -60617.994697
lnb_noise    -65225.520931
snr_median       86.780135
snr_max          96.538800
Name: 6165, dtype: float64
H
lnb_ratio      4644.138440
lnb_signal   -48289.488967
lnb_noise    -52933.627406
snr_median       91.420339
snr_max          96.839588
Name: 6165, dtype: float64
L
lnb_ratio        -0.046842
lnb_signal   -12291.940367
lnb_noise    -12291.893525
snr_median        1.486126
snr_max           3.233513
Name: 6165, dtype: float64
===========
HL
index          6239.000000
lnb_ratio       500.285317
lnb_signal   -50705.537368
lnb_noise    -51205.822685
snr_median       30.136425
snr_max          32.947378
Name: 6239, dtype: float64
H
lnb_ratio       507.720121
lnb_signal   -38615.602401
lnb_noise    -39123.322521
snr_median       31.302050
snr_max          32.912562
Name: 6239, dtype: float64
L
lnb_ratio        -0.048327
lnb_signal   -12082.548490
lnb_noise    -12082.500164
snr_median        1.782111
snr_max           3.628306
Name: 6239, dtype: float64
===========
HL
index          6244.000000
lnb_ratio      7986.176561
lnb_signal   -60270.063557
lnb_noise    -68256.240118
snr_median      117.833703
snr_max         126.829121
Name: 6244, dtype: float64
H
lnb_ratio      8042.292452
lnb_signal   -47542.976777
lnb_noise    -55585.269229
snr_median      123.059691
snr_max         127.203809
Name: 6244, dtype: float64
L
lnb_ratio         0.000188
lnb_signal   -12670.970701
lnb_noise    -12670.970889
snr_median        1.790729
snr_max           3.488256
Name: 6244, dtype: float64
===========
HL
index          6257.000000
lnb_ratio         8.021422
lnb_signal   -48038.184786
lnb_noise    -48046.206208
snr_median        5.503077
snr_max           7.338908
Name: 6257, dtype: float64
H
lnb_ratio        12.842494
lnb_signal   -35717.762521
lnb_noise    -35730.605015
snr_median        6.604073
snr_max           8.267811
Name: 6257, dtype: float64
L
lnb_ratio         0.141044
lnb_signal   -12315.460150
lnb_noise    -12315.601194
snr_median        2.306922
snr_max           4.159180
Name: 6257, dtype: float64
===========
HL
index          6269.000000
lnb_ratio       481.757761
lnb_signal   -52307.645619
lnb_noise    -52789.403380
snr_median       29.207425
snr_max          32.346223
Name: 6269, dtype: float64
H
lnb_ratio       489.257263
lnb_signal   -40083.888853
lnb_noise    -40573.146116
snr_median       30.197002
snr_max          32.303008
Name: 6269, dtype: float64
L
lnb_ratio         0.105845
lnb_signal   -12216.151420
lnb_noise    -12216.257265
snr_median        2.242116
snr_max           4.134747
Name: 6269, dtype: float64
===========
HL
index          6298.000000
lnb_ratio        95.106926
lnb_signal   -48914.113878
lnb_noise    -49009.220803
snr_median       13.244527
snr_max          15.838947
Name: 6298, dtype: float64
H
lnb_ratio        -0.078539
lnb_signal   -36863.484321
lnb_noise    -36863.405782
snr_median        1.002288
snr_max           2.663590
Name: 6298, dtype: float64
L
lnb_ratio       101.719332
lnb_signal   -12044.095689
lnb_noise    -12145.815021
snr_median       13.680926
snr_max          15.786155
Name: 6298, dtype: float64
===========
HL
index          6354.000000
lnb_ratio       130.438685
lnb_signal   -51808.129413
lnb_noise    -51938.568098
snr_median       14.971372
snr_max          18.031577
Name: 6354, dtype: float64
H
lnb_ratio       138.182239
lnb_signal   -39139.856931
lnb_noise    -39278.039171
snr_median       15.061882
snr_max          18.013884
Name: 6354, dtype: float64
L
lnb_ratio         0.045273
lnb_signal   -12660.483654
lnb_noise    -12660.528927
snr_median        1.941740
snr_max           3.623978
Name: 6354, dtype: float64
===========
HL
index          6447.000000
lnb_ratio         6.516111
lnb_signal   -49163.975185
lnb_noise    -49170.491296
snr_median        5.398101
snr_max           6.967992
Name: 6447, dtype: float64
H
lnb_ratio        -0.039514
lnb_signal   -35776.294302
lnb_noise    -35776.254788
snr_median        1.685550
snr_max           3.714895
Name: 6447, dtype: float64
L
lnb_ratio        10.181308
lnb_signal   -13384.055200
lnb_noise    -13394.236508
snr_median        5.426288
snr_max           7.043153
Name: 6447, dtype: float64
===========
HL
index           6477.000000
lnb_ratio      44176.782203
lnb_signal   -246446.407039
lnb_noise    -290623.189242
snr_median       296.658867
snr_max          298.027825
Name: 6477, dtype: float64
H
lnb_ratio      45163.318687
lnb_signal   -233397.637152
lnb_noise    -278560.955840
snr_median       286.906053
snr_max          300.724380
Name: 6477, dtype: float64
L
lnb_ratio         0.399115
lnb_signal   -12061.834287
lnb_noise    -12062.233402
snr_median        2.651682
snr_max           4.351249
Name: 6477, dtype: float64
===========
HL
index          6508.000000
lnb_ratio       599.795630
lnb_signal   -50299.830904
lnb_noise    -50899.626534
snr_median       32.204109
snr_max          35.878672
Name: 6508, dtype: float64
H
lnb_ratio       607.969478
lnb_signal   -38042.430178
lnb_noise    -38650.399656
snr_median       33.380677
snr_max          35.863774
Name: 6508, dtype: float64
L
lnb_ratio         0.108815
lnb_signal   -12249.118063
lnb_noise    -12249.226878
snr_median        2.005305
snr_max           3.898774
Name: 6508, dtype: float64
===========
HL
index          6553.000000
lnb_ratio        36.729817
lnb_signal   -50631.528676
lnb_noise    -50668.258492
snr_median        9.143686
snr_max          11.201206
Name: 6553, dtype: float64
H
lnb_ratio         0.027577
lnb_signal   -35598.047018
lnb_noise    -35598.074595
snr_median        2.007189
snr_max           3.975717
Name: 6553, dtype: float64
L
lnb_ratio        43.519125
lnb_signal   -15026.664773
lnb_noise    -15070.183898
snr_median        9.196072
snr_max          11.177117
Name: 6553, dtype: float64
===========
HL
index          6585.000000
lnb_ratio       222.324831
lnb_signal   -51687.240577
lnb_noise    -51909.565408
snr_median       19.696387
snr_max          22.903985
Name: 6585, dtype: float64
H
lnb_ratio        -0.084360
lnb_signal   -37885.422211
lnb_noise    -37885.337851
snr_median        1.590800
snr_max           3.668143
Name: 6585, dtype: float64
L
lnb_ratio       230.536432
lnb_signal   -13793.691125
lnb_noise    -14024.227556
snr_median       19.556275
snr_max          22.912413
Name: 6585, dtype: float64
===========
HL
index          6600.000000
lnb_ratio       986.362751
lnb_signal   -51850.506988
lnb_noise    -52836.869739
snr_median       39.989673
snr_max          45.391192
Name: 6600, dtype: float64
H
lnb_ratio         0.030462
lnb_signal   -39047.021515
lnb_noise    -39047.051977
snr_median        1.973695
snr_max           3.961638
Name: 6600, dtype: float64
L
lnb_ratio       995.351347
lnb_signal   -12794.466416
lnb_noise    -13789.817762
snr_median       39.790353
snr_max          45.394095
Name: 6600, dtype: float64
===========
HL
index         6.618000e+03
lnb_ratio     2.473311e+05
lnb_signal   -1.015377e+06
lnb_noise    -1.262708e+06
snr_median    7.003884e+02
snr_max       7.034608e+02
Name: 6618, dtype: float64
H
lnb_ratio     2.868255e+05
lnb_signal   -9.627757e+05
lnb_noise    -1.249601e+06
snr_median    5.506564e+02
snr_max       7.574596e+02
Name: 6618, dtype: float64
L
lnb_ratio        -0.056882
lnb_signal   -13106.997078
lnb_noise    -13106.940195
snr_median        1.889280
snr_max           3.841042
Name: 6618, dtype: float64
===========
HL
index         6.681000e+03
lnb_ratio     1.049397e+06
lnb_signal   -4.852244e+06
lnb_noise    -5.901641e+06
snr_median    1.264665e+03
snr_max       1.448763e+03
Name: 6681, dtype: float64
H
lnb_ratio     1.266362e+06
lnb_signal   -4.621969e+06
lnb_noise    -5.888331e+06
snr_median    1.590550e+03
snr_max       1.591688e+03
Name: 6681, dtype: float64
L
lnb_ratio        -0.142088
lnb_signal   -13310.436756
lnb_noise    -13310.294668
snr_median        1.226562
snr_max           3.060232
Name: 6681, dtype: float64
===========
HL
index         6.726000e+03
lnb_ratio     2.590524e+06
lnb_signal   -9.064876e+06
lnb_noise    -1.165540e+07
snr_median    2.274239e+03
snr_max       2.276237e+03
Name: 6726, dtype: float64
H
lnb_ratio     3.478923e+06
lnb_signal   -8.162602e+06
lnb_noise    -1.164153e+07
snr_median    2.636976e+03
snr_max       2.637804e+03
Name: 6726, dtype: float64
L
lnb_ratio        -0.124878
lnb_signal   -13874.337244
lnb_noise    -13874.212366
snr_median        1.709594
snr_max           3.709683
Name: 6726, dtype: float64
===========
HL
index          6841.000000
lnb_ratio        80.719367
lnb_signal   -49652.360362
lnb_noise    -49733.079729
snr_median       12.331880
snr_max          14.913559
Name: 6841, dtype: float64
H
lnb_ratio        -0.064244
lnb_signal   -36675.816515
lnb_noise    -36675.752270
snr_median        1.369548
snr_max           3.172100
Name: 6841, dtype: float64
L
lnb_ratio        88.949281
lnb_signal   -12968.378177
lnb_noise    -13057.327459
snr_median       11.503997
snr_max          14.908158
Name: 6841, dtype: float64
===========
HL
index           6844.000000
lnb_ratio         51.451882
lnb_signal   -367715.988717
lnb_noise    -367767.440600
snr_median         9.590871
snr_max           12.042552
Name: 6844, dtype: float64
H
lnb_ratio        29.876531
lnb_signal   -37670.522579
lnb_noise    -37700.399110
snr_median        7.143374
snr_max           9.697721
Name: 6844, dtype: float64
L
lnb_ratio         24.258258
lnb_signal   -330042.783231
lnb_noise    -330067.041490
snr_median         8.373203
snr_max            9.771933
Name: 6844, dtype: float64
===========
HL
index           6845.000000
lnb_ratio      80439.898643
lnb_signal   -288273.779554
lnb_noise    -368713.678198
snr_median       381.233447
snr_max          401.257220
Name: 6845, dtype: float64
H
lnb_ratio        -0.015149
lnb_signal   -40634.889723
lnb_noise    -40634.874574
snr_median        1.772684
snr_max           3.717808
Name: 6845, dtype: float64
L
lnb_ratio      81863.621116
lnb_signal   -246215.182507
lnb_noise    -328078.803623
snr_median       401.388825
snr_max          404.791119
Name: 6845, dtype: float64
===========
HL
index          6891.000000
lnb_ratio       844.452195
lnb_signal   -57888.958835
lnb_noise    -58733.411030
snr_median       39.455961
snr_max          42.171653
Name: 6891, dtype: float64
H
lnb_ratio        -0.060307
lnb_signal   -40977.121884
lnb_noise    -40977.061578
snr_median        1.290955
snr_max           3.072000
Name: 6891, dtype: float64
L
lnb_ratio       851.784325
lnb_signal   -16904.565128
lnb_noise    -17756.349453
snr_median       40.497353
snr_max          42.167214
Name: 6891, dtype: float64
===========
HL
index          6939.000000
lnb_ratio       233.577919
lnb_signal   -55596.096620
lnb_noise    -55829.674538
snr_median       21.694512
snr_max          23.452514
Name: 6939, dtype: float64
H
lnb_ratio        -0.091943
lnb_signal   -42458.017879
lnb_noise    -42457.925936
snr_median        1.115846
snr_max           2.895286
Name: 6939, dtype: float64
L
lnb_ratio       240.188062
lnb_signal   -13131.560540
lnb_noise    -13371.748602
snr_median       22.174420
snr_max          23.407740
Name: 6939, dtype: float64
===========
HL
index          6968.000000
lnb_ratio       174.762314
lnb_signal   -47223.725405
lnb_noise    -47398.487719
snr_median       17.177022
snr_max          20.468932
Name: 6968, dtype: float64
H
lnb_ratio        -0.015832
lnb_signal   -34892.248806
lnb_noise    -34892.232974
snr_median        1.507581
snr_max           3.291732
Name: 6968, dtype: float64
L
lnb_ratio       183.458679
lnb_signal   -12322.796066
lnb_noise    -12506.254745
snr_median       16.732881
snr_max          20.461104
Name: 6968, dtype: float64
===========
HL
index          6979.000000
lnb_ratio       404.971126
lnb_signal   -49307.854679
lnb_noise    -49712.825805
snr_median       25.504595
snr_max          29.786104
Name: 6979, dtype: float64
H
lnb_ratio        -0.025612
lnb_signal   -35957.515598
lnb_noise    -35957.489986
snr_median        1.714932
snr_max           3.742753
Name: 6979, dtype: float64
L
lnb_ratio       411.279987
lnb_signal   -13344.055831
lnb_noise    -13755.335819
snr_median       24.771558
snr_max          29.733345
Name: 6979, dtype: float64
===========
HL
index          7057.000000
lnb_ratio       689.629798
lnb_signal   -51570.404020
lnb_noise    -52260.033818
snr_median       34.642319
snr_max          38.605489
Name: 7057, dtype: float64
H
lnb_ratio        -0.102699
lnb_signal   -38623.227471
lnb_noise    -38623.124771
snr_median        1.452550
snr_max           3.576468
Name: 7057, dtype: float64
L
lnb_ratio       744.591074
lnb_signal   -12892.317973
lnb_noise    -13636.909047
snr_median       36.402164
snr_max          39.856911
Name: 7057, dtype: float64
===========
HL
index          7103.000000
lnb_ratio        91.323531
lnb_signal   -50266.166189
lnb_noise    -50357.489720
snr_median       13.343421
snr_max          15.617857
Name: 7103, dtype: float64
H
lnb_ratio        -0.073316
lnb_signal   -37908.642094
lnb_noise    -37908.568778
snr_median        1.584386
snr_max           3.663155
Name: 7103, dtype: float64
L
lnb_ratio        96.348693
lnb_signal   -12352.572249
lnb_noise    -12448.920942
snr_median       13.219935
snr_max          15.515882
Name: 7103, dtype: float64
===========
HL
index          7129.000000
lnb_ratio       610.118550
lnb_signal   -51336.756962
lnb_noise    -51946.875513
snr_median       31.200995
snr_max          36.116553
Name: 7129, dtype: float64
H
lnb_ratio        -0.040925
lnb_signal   -39111.714791
lnb_noise    -39111.673867
snr_median        1.477040
snr_max           3.481138
Name: 7129, dtype: float64
L
lnb_ratio       619.472420
lnb_signal   -12215.729226
lnb_noise    -12835.201646
snr_median       30.364629
snr_max          36.116769
Name: 7129, dtype: float64
===========
HL
index          7158.000000
lnb_ratio     12117.120448
lnb_signal   -73025.741773
lnb_noise    -85142.862220
snr_median      148.961615
snr_max         156.120593
Name: 7158, dtype: float64
H
lnb_ratio     13170.383788
lnb_signal   -59877.081389
lnb_noise    -73047.465177
snr_median      151.279501
snr_max         162.650686
Name: 7158, dtype: float64
L
lnb_ratio        -0.112009
lnb_signal   -12095.509053
lnb_noise    -12095.397044
snr_median        1.410471
snr_max           3.211222
Name: 7158, dtype: float64
===========
HL
index           7192.000000
lnb_ratio     124395.238156
lnb_signal   -203232.895366
lnb_noise    -327628.133522
snr_median       405.953573
snr_max          498.901891
Name: 7192, dtype: float64
H
lnb_ratio     140496.317987
lnb_signal   -173154.282347
lnb_noise    -313650.600334
snr_median       525.589213
snr_max          530.213675
Name: 7192, dtype: float64
L
lnb_ratio        -0.088683
lnb_signal   -13977.621871
lnb_noise    -13977.533188
snr_median        1.733253
snr_max           3.786737
Name: 7192, dtype: float64
===========
HL
index          7199.000000
lnb_ratio       182.762538
lnb_signal   -52791.469961
lnb_noise    -52974.232499
snr_median       17.812316
snr_max          20.722698
Name: 7199, dtype: float64
H
lnb_ratio        -0.085880
lnb_signal   -40186.193983
lnb_noise    -40186.108103
snr_median        1.562683
snr_max           3.606511
Name: 7199, dtype: float64
L
lnb_ratio       190.384811
lnb_signal   -12597.739586
lnb_noise    -12788.124397
snr_median       17.289636
snr_max          20.683863
Name: 7199, dtype: float64
===========
HL
index          7263.000000
lnb_ratio      3414.468852
lnb_signal   -56792.829533
lnb_noise    -60207.298384
snr_median       68.678113
snr_max          83.230596
Name: 7263, dtype: float64
H
lnb_ratio      3432.357605
lnb_signal   -44823.738220
lnb_noise    -48256.095825
snr_median       79.667397
snr_max          83.400509
Name: 7263, dtype: float64
L
lnb_ratio         0.039871
lnb_signal   -11951.162688
lnb_noise    -11951.202559
snr_median        2.340036
snr_max           4.328866
Name: 7263, dtype: float64
===========
HL
index          7270.000000
lnb_ratio       230.218039
lnb_signal   -48809.982486
lnb_noise    -49040.200525
snr_median       19.453077
snr_max          23.033647
Name: 7270, dtype: float64
H
lnb_ratio        -0.043537
lnb_signal   -36455.229119
lnb_noise    -36455.185582
snr_median        1.363298
snr_max           3.160124
Name: 7270, dtype: float64
L
lnb_ratio       237.482727
lnb_signal   -12347.532216
lnb_noise    -12585.014943
snr_median       18.528396
snr_max          23.007871
Name: 7270, dtype: float64
===========
HL
index          7326.000000
lnb_ratio      2205.487302
lnb_signal   -61886.717852
lnb_noise    -64092.205154
snr_median       62.589456
snr_max          67.167089
Name: 7326, dtype: float64
H
lnb_ratio      2213.230905
lnb_signal   -45001.433885
lnb_noise    -47214.664790
snr_median       64.336478
snr_max          67.113044
Name: 7326, dtype: float64
L
lnb_ratio        -0.025624
lnb_signal   -16877.565987
lnb_noise    -16877.540364
snr_median        2.019286
snr_max           3.880991
Name: 7326, dtype: float64
===========
HL
index          7387.000000
lnb_ratio       193.027378
lnb_signal   -51951.583067
lnb_noise    -52144.610445
snr_median       18.153124
snr_max          21.312141
Name: 7387, dtype: float64
H
lnb_ratio        -0.012631
lnb_signal   -39219.764793
lnb_noise    -39219.752162
snr_median        1.748473
snr_max           3.660690
Name: 7387, dtype: float64
L
lnb_ratio       199.242747
lnb_signal   -12725.615536
lnb_noise    -12924.858283
snr_median       17.780693
snr_max          21.279478
Name: 7387, dtype: float64
===========
HL
index          7420.000000
lnb_ratio        25.927912
lnb_signal   -50656.179861
lnb_noise    -50682.107773
snr_median        8.079922
snr_max          10.061649
Name: 7420, dtype: float64
H
lnb_ratio        -0.069464
lnb_signal   -37793.163471
lnb_noise    -37793.094007
snr_median        1.270949
snr_max           3.155250
Name: 7420, dtype: float64
L
lnb_ratio        31.302322
lnb_signal   -12857.711444
lnb_noise    -12889.013766
snr_median        8.066783
snr_max          10.048753
Name: 7420, dtype: float64
===========
HL
index          7426.000000
lnb_ratio       204.592481
lnb_signal   -51031.196625
lnb_noise    -51235.789106
snr_median       18.234556
snr_max          21.990737
Name: 7426, dtype: float64
H
lnb_ratio       213.192650
lnb_signal   -38882.717578
lnb_noise    -39095.910228
snr_median       19.420627
snr_max          21.995363
Name: 7426, dtype: float64
L
lnb_ratio        -0.063934
lnb_signal   -12139.942812
lnb_noise    -12139.878877
snr_median        1.555831
snr_max           3.348013
Name: 7426, dtype: float64
===========
HL
index         7.533000e+03
lnb_ratio     8.881187e+06
lnb_signal   -7.940278e+07
lnb_noise    -8.828397e+07
snr_median    3.670439e+03
snr_max       4.214558e+03
Name: 7533, dtype: float64
H
lnb_ratio     1.217065e+07
lnb_signal   -7.609740e+07
lnb_noise    -8.826805e+07
snr_median    4.184303e+03
snr_max       4.933703e+03
Name: 7533, dtype: float64
L
lnb_ratio         0.201510
lnb_signal   -15919.151851
lnb_noise    -15919.353362
snr_median        2.465898
snr_max           4.372136
Name: 7533, dtype: float64
===========
HL
index          7575.000000
lnb_ratio        24.511897
lnb_signal   -51174.797006
lnb_noise    -51199.308903
snr_median        8.368541
snr_max          10.218533
Name: 7575, dtype: float64
H
lnb_ratio        -0.057517
lnb_signal   -37776.296811
lnb_noise    -37776.239295
snr_median        1.325511
snr_max           3.109592
Name: 7575, dtype: float64
L
lnb_ratio        31.887564
lnb_signal   -13391.182044
lnb_noise    -13423.069608
snr_median        8.026608
snr_max          10.192132
Name: 7575, dtype: float64
===========
HL
index          7601.000000
lnb_ratio        45.634393
lnb_signal   -47765.255498
lnb_noise    -47810.889891
snr_median        9.928496
snr_max          12.013787
Name: 7601, dtype: float64
H
lnb_ratio        -0.033551
lnb_signal   -35494.030517
lnb_noise    -35493.996966
snr_median        1.683984
snr_max           3.686765
Name: 7601, dtype: float64
L
lnb_ratio        52.888476
lnb_signal   -12264.004449
lnb_noise    -12316.892925
snr_median        9.820297
snr_max          12.004896
Name: 7601, dtype: float64
===========
HL
index          7631.000000
lnb_ratio        15.716143
lnb_signal   -55304.858561
lnb_noise    -55320.574705
snr_median        7.143475
snr_max           8.893158
Name: 7631, dtype: float64
H
lnb_ratio        -0.069385
lnb_signal   -37888.310290
lnb_noise    -37888.240904
snr_median        1.561927
snr_max           3.522245
Name: 7631, dtype: float64
L
lnb_ratio        19.988656
lnb_signal   -17412.345144
lnb_noise    -17432.333800
snr_median        6.946683
snr_max           8.820316
Name: 7631, dtype: float64
===========
HL
index          7724.000000
lnb_ratio        35.201292
lnb_signal   -61887.609550
lnb_noise    -61922.810842
snr_median        9.437051
snr_max          12.296772
Name: 7724, dtype: float64
H
lnb_ratio        50.531572
lnb_signal   -48866.528252
lnb_noise    -48917.059824
snr_median       10.296399
snr_max          13.072093
Name: 7724, dtype: float64
L
lnb_ratio        -0.071047
lnb_signal   -13005.822064
lnb_noise    -13005.751017
snr_median        1.519127
snr_max           3.327375
Name: 7724, dtype: float64
===========
HL
index          7734.000000
lnb_ratio      1613.981034
lnb_signal   -58783.254337
lnb_noise    -60397.235371
snr_median       53.147344
snr_max          57.700700
Name: 7734, dtype: float64
H
lnb_ratio      1623.418914
lnb_signal   -45370.736532
lnb_noise    -46994.155446
snr_median       54.565207
snr_max          57.689177
Name: 7734, dtype: float64
L
lnb_ratio        -0.026012
lnb_signal   -13403.105937
lnb_noise    -13403.079925
snr_median        1.548765
snr_max           3.153031
Name: 7734, dtype: float64
===========
HL
index           7887.000000
lnb_ratio      81792.118795
lnb_signal   -156408.855823
lnb_noise    -238200.974617
snr_median       400.019418
snr_max          404.981444
Name: 7887, dtype: float64
H
lnb_ratio         0.053805
lnb_signal   -36651.765877
lnb_noise    -36651.819682
snr_median        2.204118
snr_max           4.327515
Name: 7887, dtype: float64
L
lnb_ratio      90201.268832
lnb_signal   -111347.886103
lnb_noise    -201549.154935
snr_median       374.517671
snr_max          424.875963
Name: 7887, dtype: float64
===========
HL
index          7987.000000
lnb_ratio        63.020637
lnb_signal   -48751.232339
lnb_noise    -48814.252976
snr_median       10.656478
snr_max          13.615800
Name: 7987, dtype: float64
H
lnb_ratio        69.854344
lnb_signal   -35882.391920
lnb_noise    -35952.246264
snr_median       11.320738
snr_max          13.527598
Name: 7987, dtype: float64
L
lnb_ratio        -0.092795
lnb_signal   -12862.099507
lnb_noise    -12862.006712
snr_median        1.408909
snr_max           3.114815
Name: 7987, dtype: float64
===========
HL
index          7996.000000
lnb_ratio        17.383412
lnb_signal   -53724.830579
lnb_noise    -53742.213991
snr_median        7.216745
snr_max           9.086485
Name: 7996, dtype: float64
H
lnb_ratio        -0.039028
lnb_signal   -40917.695120
lnb_noise    -40917.656092
snr_median        1.600495
snr_max           3.575495
Name: 7996, dtype: float64
L
lnb_ratio        21.931299
lnb_signal   -12802.626601
lnb_noise    -12824.557899
snr_median        7.108216
snr_max           9.018541
Name: 7996, dtype: float64
===========
HL
index          8010.000000
lnb_ratio         4.089486
lnb_signal   -48509.497048
lnb_noise    -48513.586534
snr_median        5.056840
snr_max           7.757554
Name: 8010, dtype: float64
H
lnb_ratio         8.543166
lnb_signal   -36040.994136
lnb_noise    -36049.537302
snr_median        4.746059
snr_max           7.394271
Name: 8010, dtype: float64
L
lnb_ratio        -0.107754
lnb_signal   -12464.156986
lnb_noise    -12464.049232
snr_median        1.289463
snr_max           3.012046
Name: 8010, dtype: float64
===========
HL
index         8.123000e+03
lnb_ratio     2.268586e+05
lnb_signal   -1.472062e+06
lnb_noise    -1.698921e+06
snr_median    6.665628e+02
snr_max       6.737115e+02
Name: 8123, dtype: float64
H
lnb_ratio        -0.026524
lnb_signal   -37009.365609
lnb_noise    -37009.339086
snr_median        1.523587
snr_max           3.431461
Name: 8123, dtype: float64
L
lnb_ratio     2.852214e+05
lnb_signal   -1.376690e+06
lnb_noise    -1.661911e+06
snr_median    7.506345e+02
snr_max       7.557781e+02
Name: 8123, dtype: float64
===========
HL
index          8162.000000
lnb_ratio        10.032705
lnb_signal   -47476.602082
lnb_noise    -47486.634787
snr_median        5.563824
snr_max           7.240934
Name: 8162, dtype: float64
H
lnb_ratio        -0.076894
lnb_signal   -35739.978319
lnb_noise    -35739.901425
snr_median        1.572384
snr_max           3.702529
Name: 8162, dtype: float64
L
lnb_ratio         8.039481
lnb_signal   -11738.693881
lnb_noise    -11746.733362
snr_median        5.015403
snr_max           6.614686
Name: 8162, dtype: float64
===========
HL
index          8273.000000
lnb_ratio        32.151593
lnb_signal   -49157.799625
lnb_noise    -49189.951218
snr_median        8.930040
snr_max          10.861748
Name: 8273, dtype: float64
H
lnb_ratio        -0.086213
lnb_signal   -35989.095313
lnb_noise    -35989.009100
snr_median        1.791528
snr_max           4.025320
Name: 8273, dtype: float64
L
lnb_ratio        37.403888
lnb_signal   -13163.538230
lnb_noise    -13200.942118
snr_median        8.886078
snr_max          10.810447
Name: 8273, dtype: float64
===========
HL
index           8297.000000
lnb_ratio      59849.480111
lnb_signal   -110221.501548
lnb_noise    -170070.981658
snr_median       321.504187
snr_max          346.152248
Name: 8297, dtype: float64
H
lnb_ratio      60794.630153
lnb_signal    -96952.928586
lnb_noise    -157747.558739
snr_median       348.457518
snr_max          349.063650
Name: 8297, dtype: float64
L
lnb_ratio        -0.120444
lnb_signal   -12323.543363
lnb_noise    -12323.422919
snr_median        1.728695
snr_max           3.879488
Name: 8297, dtype: float64
===========
HL
index          8373.000000
lnb_ratio       292.212614
lnb_signal   -51291.960799
lnb_noise    -51584.173413
snr_median       21.474572
snr_max          25.625899
Name: 8373, dtype: float64
H
lnb_ratio        -0.046406
lnb_signal   -38766.391040
lnb_noise    -38766.344633
snr_median        1.627371
snr_max           3.580855
Name: 8373, dtype: float64
L
lnb_ratio       300.004679
lnb_signal   -12517.824101
lnb_noise    -12817.828780
snr_median       20.874996
snr_max          25.627758
Name: 8373, dtype: float64
===========
HL
index          8449.000000
lnb_ratio       512.333436
lnb_signal   -51149.589171
lnb_noise    -51661.922608
snr_median       29.178963
snr_max          33.269037
Name: 8449, dtype: float64
H
lnb_ratio         0.033297
lnb_signal   -37060.084033
lnb_noise    -37060.117330
snr_median        1.976148
snr_max           3.927540
Name: 8449, dtype: float64
L
lnb_ratio       520.598489
lnb_signal   -14081.206789
lnb_noise    -14601.805278
snr_median       28.544322
snr_max          33.228180
Name: 8449, dtype: float64
===========
HL
index          8486.000000
lnb_ratio        17.388259
lnb_signal   -50212.659151
lnb_noise    -50230.047410
snr_median        7.124640
snr_max           8.911356
Name: 8486, dtype: float64
H
lnb_ratio        -0.056796
lnb_signal   -37983.192461
lnb_noise    -37983.135665
snr_median        1.470655
snr_max           3.370210
Name: 8486, dtype: float64
L
lnb_ratio        21.001663
lnb_signal   -12225.910082
lnb_noise    -12246.911745
snr_median        6.955398
snr_max           8.843329
Name: 8486, dtype: float64
===========
HL
index           8640.000000
lnb_ratio      59239.241119
lnb_signal   -240369.991166
lnb_noise    -299609.232285
snr_median       343.580146
snr_max          344.435569
Name: 8640, dtype: float64
H
lnb_ratio      62245.254998
lnb_signal   -224556.591831
lnb_noise    -286801.846829
snr_median       351.026472
snr_max          353.057620
Name: 8640, dtype: float64
L
lnb_ratio         2.926118
lnb_signal   -12804.459338
lnb_noise    -12807.385456
snr_median        3.506723
snr_max           5.211790
Name: 8640, dtype: float64
===========
HL
index          8713.000000
lnb_ratio       412.618112
lnb_signal   -56093.760272
lnb_noise    -56506.378384
snr_median       26.681312
snr_max          30.199556
Name: 8713, dtype: float64
H
lnb_ratio        -0.132031
lnb_signal   -39605.728614
lnb_noise    -39605.596583
snr_median        1.259574
snr_max           3.443978
Name: 8713, dtype: float64
L
lnb_ratio       419.849115
lnb_signal   -16480.932685
lnb_noise    -16900.781801
snr_median       27.337778
snr_max          30.175033
Name: 8713, dtype: float64
===========
HL
index          8808.000000
lnb_ratio      5547.632038
lnb_signal   -56543.334624
lnb_noise    -62090.966662
snr_median       87.144427
snr_max         105.844858
Name: 8808, dtype: float64
H
lnb_ratio      5655.227458
lnb_signal   -43496.926231
lnb_noise    -49152.153689
snr_median       89.350895
snr_max         106.749508
Name: 8808, dtype: float64
L
lnb_ratio        -0.160336
lnb_signal   -12938.973309
lnb_noise    -12938.812974
snr_median        2.050996
snr_max           4.496938
Name: 8808, dtype: float64
===========
HL
index          8978.000000
lnb_ratio       248.397167
lnb_signal   -49933.309813
lnb_noise    -50181.706980
snr_median       20.560767
snr_max          23.961287
Name: 8978, dtype: float64
H
lnb_ratio        -0.048805
lnb_signal   -36402.541381
lnb_noise    -36402.492576
snr_median        1.492914
snr_max           3.326588
Name: 8978, dtype: float64
L
lnb_ratio       255.743579
lnb_signal   -13523.470824
lnb_noise    -13779.214404
snr_median       19.908730
snr_max          23.862218
Name: 8978, dtype: float64
===========
HL
index          9467.000000
lnb_ratio        15.642631
lnb_signal   -48133.715912
lnb_noise    -48149.358543
snr_median        6.893975
snr_max           8.587186
Name: 9467, dtype: float64
H
lnb_ratio         0.187641
lnb_signal   -35651.880969
lnb_noise    -35652.068610
snr_median        2.190041
snr_max           4.243824
Name: 9467, dtype: float64
L
lnb_ratio        19.450196
lnb_signal   -12477.839738
lnb_noise    -12497.289934
snr_median        6.763614
snr_max           8.415762
Name: 9467, dtype: float64
===========
HL
index          9497.000000
lnb_ratio        25.627667
lnb_signal   -49475.890311
lnb_noise    -49501.517978
snr_median        8.293592
snr_max          10.100672
Name: 9497, dtype: float64
H
lnb_ratio        -0.071785
lnb_signal   -36956.079540
lnb_noise    -36956.007754
snr_median        1.685952
snr_max           3.706247
Name: 9497, dtype: float64
L
lnb_ratio        31.734001
lnb_signal   -12513.776223
lnb_noise    -12545.510223
snr_median        7.919994
snr_max          10.082246
Name: 9497, dtype: float64
===========
HL
index          9605.000000
lnb_ratio       175.961190
lnb_signal   -57127.930969
lnb_noise    -57303.892159
snr_median       17.641498
snr_max          20.582035
Name: 9605, dtype: float64
H
lnb_ratio        -0.069249
lnb_signal   -40553.688203
lnb_noise    -40553.618954
snr_median        1.664009
snr_max           3.762333
Name: 9605, dtype: float64
L
lnb_ratio       182.373081
lnb_signal   -16567.900124
lnb_noise    -16750.273205
snr_median       18.105002
snr_max          20.559026
Name: 9605, dtype: float64
===========
HL
index          9643.000000
lnb_ratio         0.258428
lnb_signal   -54006.112749
lnb_noise    -54006.371177
snr_median        2.700802
snr_max           4.546331
Name: 9643, dtype: float64
H
lnb_ratio         0.354275
lnb_signal   -41539.969347
lnb_noise    -41540.323622
snr_median        2.630722
snr_max           4.914201
Name: 9643, dtype: float64
L
lnb_ratio         0.602221
lnb_signal   -12465.445334
lnb_noise    -12466.047555
snr_median        3.133288
snr_max           4.791324
Name: 9643, dtype: float64
===========
HL
index          9694.000000
lnb_ratio      2628.088697
lnb_signal   -60967.973620
lnb_noise    -63596.062317
snr_median       67.734979
snr_max          73.227262
Name: 9694, dtype: float64
H
lnb_ratio      2637.661246
lnb_signal   -47102.919594
lnb_noise    -49740.580840
snr_median       69.829820
snr_max          73.215970
Name: 9694, dtype: float64
L
lnb_ratio        -0.176278
lnb_signal   -13855.657755
lnb_noise    -13855.481477
snr_median        1.309158
snr_max           3.207660
Name: 9694, dtype: float64
===========
HL
index          9697.000000
lnb_ratio         7.234515
lnb_signal   -49440.314814
lnb_noise    -49447.549329
snr_median        5.378697
snr_max           7.308421
Name: 9697, dtype: float64
H
lnb_ratio        10.267642
lnb_signal   -35632.143685
lnb_noise    -35642.411327
snr_median        4.900136
snr_max           6.991494
Name: 9697, dtype: float64
L
lnb_ratio         0.124743
lnb_signal   -13805.013259
lnb_noise    -13805.138002
snr_median        2.306364
snr_max           4.192987
Name: 9697, dtype: float64
===========
HL
index          9724.000000
lnb_ratio       346.637627
lnb_signal   -48535.166147
lnb_noise    -48881.803773
snr_median       22.223774
snr_max          28.057982
Name: 9724, dtype: float64
H
lnb_ratio       359.699940
lnb_signal   -35712.005512
lnb_noise    -36071.705452
snr_median       23.191215
snr_max          28.168415
Name: 9724, dtype: float64
L
lnb_ratio         0.023453
lnb_signal   -12810.074868
lnb_noise    -12810.098322
snr_median        2.264873
snr_max           4.323454
Name: 9724, dtype: float64
===========
HL
index          9728.000000
lnb_ratio        15.261604
lnb_signal   -49249.166318
lnb_noise    -49264.427922
snr_median        6.236115
snr_max           8.138529
Name: 9728, dtype: float64
H
lnb_ratio         0.198799
lnb_signal   -36842.404508
lnb_noise    -36842.603307
snr_median        2.495114
snr_max           4.355296
Name: 9728, dtype: float64
L
lnb_ratio        14.868759
lnb_signal   -12406.955856
lnb_noise    -12421.824615
snr_median        5.932474
snr_max           7.720748
Name: 9728, dtype: float64
===========
HL
index          9729.000000
lnb_ratio       220.024643
lnb_signal   -47920.662361
lnb_noise    -48140.687005
snr_median       20.310247
snr_max          22.773452
Name: 9729, dtype: float64
H
lnb_ratio        -0.043120
lnb_signal   -35610.241680
lnb_noise    -35610.198559
snr_median        1.372479
snr_max           3.273280
Name: 9729, dtype: float64
L
lnb_ratio       225.886247
lnb_signal   -12304.602198
lnb_noise    -12530.488445
snr_median       18.749996
snr_max          22.500662
Name: 9729, dtype: float64
===========
HL
index          9741.000000
lnb_ratio        12.217866
lnb_signal   -52913.781030
lnb_noise    -52925.998895
snr_median        6.504798
snr_max           8.153807
Name: 9741, dtype: float64
H
lnb_ratio        -0.108443
lnb_signal   -38673.860694
lnb_noise    -38673.752252
snr_median        1.072460
snr_max           2.953768
Name: 9741, dtype: float64
L
lnb_ratio        18.323009
lnb_signal   -14233.923635
lnb_noise    -14252.246644
snr_median        6.073834
snr_max           8.106290
Name: 9741, dtype: float64
===========
HL
index          9755.000000
lnb_ratio       496.473277
lnb_signal   -50424.273023
lnb_noise    -50920.746300
snr_median       29.139049
snr_max          32.699310
Name: 9755, dtype: float64
H
lnb_ratio         0.098725
lnb_signal   -37176.657859
lnb_noise    -37176.756585
snr_median        1.983758
snr_max           4.210450
Name: 9755, dtype: float64
L
lnb_ratio       502.751842
lnb_signal   -13241.237873
lnb_noise    -13743.989715
snr_median       28.798394
snr_max          32.635907
Name: 9755, dtype: float64
===========
HL
index         9.784000e+03
lnb_ratio     5.197320e+05
lnb_signal   -1.680251e+06
lnb_noise    -2.199983e+06
snr_median    1.003327e+03
snr_max       1.019881e+03
Name: 9784, dtype: float64
H

---------------------------------------------------------------------------
KeyError                                  Traceback (most recent call last)
~/virtualenv/sgwb/lib/python3.7/site-packages/pandas/core/indexes/base.py in get_loc(self, key, method, tolerance)
   3360             try:
-> 3361                 return self._engine.get_loc(casted_key)
   3362             except KeyError as err:

~/virtualenv/sgwb/lib/python3.7/site-packages/pandas/_libs/index.pyx in pandas._libs.index.IndexEngine.get_loc()

~/virtualenv/sgwb/lib/python3.7/site-packages/pandas/_libs/index.pyx in pandas._libs.index.IndexEngine.get_loc()

pandas/_libs/hashtable_class_helper.pxi in pandas._libs.hashtable.Int64HashTable.get_item()

pandas/_libs/hashtable_class_helper.pxi in pandas._libs.hashtable.Int64HashTable.get_item()

KeyError: 9784

The above exception was the direct cause of the following exception:

KeyError                                  Traceback (most recent call last)
/local/user/yifan.wang/ipykernel_890669/2737064735.py in <module>
      4     print(df.loc[i])
      5     print('H')
----> 6     print(dfh.loc[i])
      7     print('L')
      8     print(dfl.loc[i])

~/virtualenv/sgwb/lib/python3.7/site-packages/pandas/core/indexing.py in __getitem__(self, key)
    929 
    930             maybe_callable = com.apply_if_callable(key, self.obj)
--> 931             return self._getitem_axis(maybe_callable, axis=axis)
    932 
    933     def _is_scalar_access(self, key: tuple):

~/virtualenv/sgwb/lib/python3.7/site-packages/pandas/core/indexing.py in _getitem_axis(self, key, axis)
   1162         # fall thru to straight lookup
   1163         self._validate_key(key, axis)
-> 1164         return self._get_label(key, axis=axis)
   1165 
   1166     def _get_slice_axis(self, slice_obj: slice, axis: int):

~/virtualenv/sgwb/lib/python3.7/site-packages/pandas/core/indexing.py in _get_label(self, label, axis)
   1111     def _get_label(self, label, axis: int):
   1112         # GH#5667 this will fail if the label is not present in the axis.
-> 1113         return self.obj.xs(label, axis=axis)
   1114 
   1115     def _handle_lowerdim_multi_index_axis0(self, tup: tuple):

~/virtualenv/sgwb/lib/python3.7/site-packages/pandas/core/generic.py in xs(self, key, axis, level, drop_level)
   3774                 raise TypeError(f"Expected label or tuple of labels, got {key}") from e
   3775         else:
-> 3776             loc = index.get_loc(key)
   3777 
   3778             if isinstance(loc, np.ndarray):

~/virtualenv/sgwb/lib/python3.7/site-packages/pandas/core/indexes/base.py in get_loc(self, key, method, tolerance)
   3361                 return self._engine.get_loc(casted_key)
   3362             except KeyError as err:
-> 3363                 raise KeyError(key) from err
   3364 
   3365         if is_scalar(key) and isna(key) and not self.hasnans:

KeyError: 9784

Hanford glitch identified by Gravity Spy¶

In [54]:
for i in gs_ind_h.index:
    print('---------------')
    print('ml label:', gs_h.loc[i]['ml_label'])
    print('ml confidence:', gs_h.loc[i]['ml_confidence'])
    xiindex = int(gs_ind_h[i])
    print('--> HL')
    print(df.loc[xiindex])
    print('--> H')
    print(dfh.loc[xiindex])
    print('--> L')
    print(dfl.loc[xiindex])

---------------
ml label: Koi_Fish
ml confidence: 0.8890102505683899
--> HL
index           667.000000
lnb_ratio     14120.834256
lnb_signal   -62144.871924
lnb_noise    -76265.706180
snr_median      122.372088
snr_max         168.344366
Name: 667, dtype: float64
--> H
lnb_ratio     14363.812976
lnb_signal   -49645.183942
lnb_noise    -64008.996918
snr_median      137.905706
snr_max         169.740476
Name: 667, dtype: float64
--> L
lnb_ratio         0.005538
lnb_signal   -12256.703724
lnb_noise    -12256.709263
snr_median        1.767152
snr_max           3.444001
Name: 667, dtype: float64
---------------
ml label: Paired_Doves
ml confidence: 0.7740051746368408
--> HL
index          1138.000000
lnb_ratio       125.667893
lnb_signal   -55440.218224
lnb_noise    -55565.886117
snr_median       14.708687
snr_max          18.504750
Name: 1138, dtype: float64
--> H
lnb_ratio       145.562018
lnb_signal   -43510.044448
lnb_noise    -43655.606467
snr_median       16.272743
snr_max          19.231126
Name: 1138, dtype: float64
--> L
lnb_ratio         0.347786
lnb_signal   -11909.931864
lnb_noise    -11910.279650
snr_median        2.518297
snr_max           4.463311
Name: 1138, dtype: float64
---------------
ml label: Low_Frequency_Burst
ml confidence: 0.9750037789344788
--> HL
index           849.000000
lnb_ratio         4.111397
lnb_signal   -55741.066229
lnb_noise    -55745.177626
snr_median        4.173919
snr_max           5.916368
Name: 849, dtype: float64
--> H
lnb_ratio         0.016377
lnb_signal   -40952.607517
lnb_noise    -40952.623894
snr_median        2.040309
snr_max           4.025066
Name: 849, dtype: float64
--> L
lnb_ratio         3.301436
lnb_signal   -14789.252295
lnb_noise    -14792.553732
snr_median        4.117329
snr_max           5.667599
Name: 849, dtype: float64
---------------
ml label: Extremely_Loud
ml confidence: 0.9995731711387634
--> HL
index         1.306000e+03
lnb_ratio     3.271106e+05
lnb_signal   -1.401023e+06
lnb_noise    -1.728133e+06
snr_median    5.679879e+02
snr_max       8.089123e+02
Name: 1306, dtype: float64
--> H
lnb_ratio     4.194529e+05
lnb_signal   -1.295792e+06
lnb_noise    -1.715245e+06
snr_median    7.781610e+02
snr_max       9.159851e+02
Name: 1306, dtype: float64
--> L
lnb_ratio         0.109323
lnb_signal   -12888.750364
lnb_noise    -12888.859688
snr_median        2.130294
snr_max           3.804107
Name: 1306, dtype: float64
---------------
ml label: Koi_Fish
ml confidence: 0.9999581575393676
--> HL
index          1401.000000
lnb_ratio      9997.864045
lnb_signal   -65618.050177
lnb_noise    -75615.914222
snr_median      136.234030
snr_max         141.825302
Name: 1401, dtype: float64
--> H
lnb_ratio     10008.795538
lnb_signal   -53593.259062
lnb_noise    -63602.054600
snr_median      138.630523
snr_max         141.819861
Name: 1401, dtype: float64
--> L
lnb_ratio        -0.053581
lnb_signal   -12013.913202
lnb_noise    -12013.859622
snr_median        1.653750
snr_max           3.454520
Name: 1401, dtype: float64
---------------
ml label: Koi_Fish
ml confidence: 0.6794826984405518
--> HL
index          1400.000000
lnb_ratio         2.701231
lnb_signal   -80562.444199
lnb_noise    -80565.145430
snr_median        4.917401
snr_max           6.882527
Name: 1400, dtype: float64
--> H
lnb_ratio         8.633684
lnb_signal   -68403.090388
lnb_noise    -68411.724072
snr_median        4.922735
snr_max           6.602503
Name: 1400, dtype: float64
--> L
lnb_ratio         0.041171
lnb_signal   -12153.380187
lnb_noise    -12153.421358
snr_median        2.229927
snr_max           4.068600
Name: 1400, dtype: float64
---------------
ml label: Blip
ml confidence: 0.9964447617530824
--> HL
index          1645.000000
lnb_ratio        -0.089226
lnb_signal   -50628.558464
lnb_noise    -50628.469238
snr_median        2.122950
snr_max           4.134628
Name: 1645, dtype: float64
--> H
lnb_ratio        -0.038202
lnb_signal   -37022.774133
lnb_noise    -37022.735931
snr_median        1.734114
snr_max           3.733668
Name: 1645, dtype: float64
--> L
lnb_ratio        -0.077335
lnb_signal   -13605.810642
lnb_noise    -13605.733307
snr_median        2.112891
snr_max           4.269732
Name: 1645, dtype: float64
---------------
ml label: Extremely_Loud
ml confidence: 0.9931093454360962
--> HL
index           2309.000000
lnb_ratio     139192.770753
lnb_signal   -667564.963939
lnb_noise    -806757.734692
snr_median       524.223617
snr_max          527.777066
Name: 2309, dtype: float64
--> H
lnb_ratio     164759.963988
lnb_signal   -628429.934743
lnb_noise    -793189.898731
snr_median       572.118437
snr_max          574.262545
Name: 2309, dtype: float64
--> L
lnb_ratio        -0.057071
lnb_signal   -13567.893032
lnb_noise    -13567.835961
snr_median        1.557422
snr_max           3.272104
Name: 2309, dtype: float64
---------------
ml label: Koi_Fish
ml confidence: 0.787817120552063
--> HL
index          2724.000000
lnb_ratio      1402.207371
lnb_signal   -59753.494054
lnb_noise    -61155.701425
snr_median       49.594210
snr_max          53.830280
Name: 2724, dtype: float64
--> H
lnb_ratio      1411.655611
lnb_signal   -46928.834026
lnb_noise    -48340.489637
snr_median       50.990331
snr_max          53.809276
Name: 2724, dtype: float64
--> L
lnb_ratio         0.059720
lnb_signal   -12815.152068
lnb_noise    -12815.211788
snr_median        2.652917
snr_max           4.622468
Name: 2724, dtype: float64
---------------
ml label: Extremely_Loud
ml confidence: 0.9999998807907104
--> HL
index         2.405000e+03
lnb_ratio     3.658064e+06
lnb_signal   -1.598564e+07
lnb_noise    -1.964370e+07
snr_median    2.653249e+03
snr_max       2.704868e+03
Name: 2405, dtype: float64
--> H
lnb_ratio     5.143152e+06
lnb_signal   -1.448833e+07
lnb_noise    -1.963148e+07
snr_median    2.747921e+03
snr_max       3.207245e+03
Name: 2405, dtype: float64
--> L
lnb_ratio        -0.040185
lnb_signal   -12227.066625
lnb_noise    -12227.026441
snr_median        1.817474
snr_max           3.584524
Name: 2405, dtype: float64
---------------
ml label: Blip_Low_Frequency
ml confidence: 0.8290887475013733
--> HL
index          3660.000000
lnb_ratio         6.853109
lnb_signal   -54894.618616
lnb_noise    -54901.471725
snr_median        5.477245
snr_max           7.366486
Name: 3660, dtype: float64
--> H
lnb_ratio        11.613165
lnb_signal   -41472.443535
lnb_noise    -41484.056700
snr_median        5.282621
snr_max           7.287617
Name: 3660, dtype: float64
--> L
lnb_ratio        -0.026882
lnb_signal   -13417.441906
lnb_noise    -13417.415024
snr_median        1.808041
snr_max           3.604023
Name: 3660, dtype: float64
---------------
ml label: Repeating_Blips
ml confidence: 0.993388295173645
--> HL
index          3397.000000
lnb_ratio       177.517490
lnb_signal   -56535.075546
lnb_noise    -56712.593036
snr_median       17.637517
snr_max          20.562680
Name: 3397, dtype: float64
--> H
lnb_ratio       185.688919
lnb_signal   -43688.714436
lnb_noise    -43874.403354
snr_median       18.786607
snr_max          20.560176
Name: 3397, dtype: float64
--> L
lnb_ratio        -0.092938
lnb_signal   -12838.282619
lnb_noise    -12838.189681
snr_median        1.814330
snr_max           3.989322
Name: 3397, dtype: float64
---------------
ml label: Koi_Fish
ml confidence: 0.9320847392082214
--> HL
index          3967.000000
lnb_ratio      8584.465094
lnb_signal   -78432.119327
lnb_noise    -87016.584422
snr_median      124.914883
snr_max         131.491007
Name: 3967, dtype: float64
--> H
lnb_ratio      8602.599248
lnb_signal   -65799.788897
lnb_noise    -74402.388146
snr_median      121.293573
snr_max         131.496437
Name: 3967, dtype: float64
--> L
lnb_ratio        -0.100918
lnb_signal   -12614.297194
lnb_noise    -12614.196276
snr_median        1.307284
snr_max           3.023831
Name: 3967, dtype: float64
---------------
ml label: Extremely_Loud
ml confidence: 0.9999997615814208
--> HL
index         4.874000e+03
lnb_ratio     4.862760e+06
lnb_signal   -1.204057e+07
lnb_noise    -1.690333e+07
snr_median    2.956082e+03
snr_max       3.118598e+03
Name: 4874, dtype: float64
--> H
lnb_ratio     6.504751e+06
lnb_signal   -1.038657e+07
lnb_noise    -1.689132e+07
snr_median    3.180510e+03
snr_max       3.606886e+03
Name: 4874, dtype: float64
--> L
lnb_ratio        -0.112206
lnb_signal   -12009.934576
lnb_noise    -12009.822370
snr_median        1.724538
snr_max           3.669034
Name: 4874, dtype: float64
---------------
ml label: Koi_Fish
ml confidence: 0.932084858417511
--> HL
index          3967.000000
lnb_ratio      8584.465094
lnb_signal   -78432.119327
lnb_noise    -87016.584422
snr_median      124.914883
snr_max         131.491007
Name: 3967, dtype: float64
--> H
lnb_ratio      8602.599248
lnb_signal   -65799.788897
lnb_noise    -74402.388146
snr_median      121.293573
snr_max         131.496437
Name: 3967, dtype: float64
--> L
lnb_ratio        -0.100918
lnb_signal   -12614.297194
lnb_noise    -12614.196276
snr_median        1.307284
snr_max           3.023831
Name: 3967, dtype: float64
---------------
ml label: Koi_Fish
ml confidence: 0.9990392923355104
--> HL
index           4424.000000
lnb_ratio      34193.524382
lnb_signal    -92072.143256
lnb_noise    -126265.667638
snr_median       255.526057
snr_max          261.770709
Name: 4424, dtype: float64
--> H
lnb_ratio      34414.463739
lnb_signal    -78210.938744
lnb_noise    -112625.402483
snr_median       259.815849
snr_max          262.575020
Name: 4424, dtype: float64
--> L
lnb_ratio        -0.015156
lnb_signal   -13640.280312
lnb_noise    -13640.265156
snr_median        1.982235
snr_max           3.912748
Name: 4424, dtype: float64
---------------
ml label: Repeating_Blips
ml confidence: 0.7578364610671997
--> HL
index          5191.000000
lnb_ratio        16.937926
lnb_signal   -51243.280996
lnb_noise    -51260.218922
snr_median        7.477324
snr_max           9.534951
Name: 5191, dtype: float64
--> H
lnb_ratio        21.719650
lnb_signal   -39127.765531
lnb_noise    -39149.485181
snr_median        7.024061
snr_max           9.033350
Name: 5191, dtype: float64
--> L
lnb_ratio        -0.078677
lnb_signal   -12110.812419
lnb_noise    -12110.733741
snr_median        1.498182
snr_max           3.342769
Name: 5191, dtype: float64
---------------
ml label: Blip
ml confidence: 0.9990467429161072
--> HL
index          5313.000000
lnb_ratio         9.420121
lnb_signal   -50967.767445
lnb_noise    -50977.187566
snr_median        6.051432
snr_max           8.147003
Name: 5313, dtype: float64
--> H
lnb_ratio        15.217840
lnb_signal   -36717.234467
lnb_noise    -36732.452307
snr_median        6.295979
snr_max           8.048562
Name: 5313, dtype: float64
--> L
lnb_ratio        -0.116070
lnb_signal   -14244.851329
lnb_noise    -14244.735259
snr_median        1.463191
snr_max           3.322994
Name: 5313, dtype: float64
---------------
ml label: Extremely_Loud
ml confidence: 0.658066987991333
--> HL
index           5487.000000
lnb_ratio      24827.840754
lnb_signal   -102823.977680
lnb_noise    -127651.818434
snr_median       212.675987
snr_max          223.112900
Name: 5487, dtype: float64
--> H
lnb_ratio      24994.962411
lnb_signal    -89820.843515
lnb_noise    -114815.805926
snr_median       219.351164
snr_max          223.823859
Name: 5487, dtype: float64
--> L
lnb_ratio         0.064726
lnb_signal   -12835.947781
lnb_noise    -12836.012508
snr_median        2.127661
snr_max           3.967371
Name: 5487, dtype: float64
---------------
ml label: Extremely_Loud
ml confidence: 0.9826844334602356
--> HL
index           6157.000000
lnb_ratio      21690.509564
lnb_signal   -111258.845502
lnb_noise    -132949.355066
snr_median       202.749105
snr_max          208.597864
Name: 6157, dtype: float64
--> H
lnb_ratio      21703.245657
lnb_signal    -98416.693387
lnb_noise    -120119.939044
snr_median       205.081085
snr_max          208.596679
Name: 6157, dtype: float64
--> L
lnb_ratio        -0.053580
lnb_signal   -12829.469603
lnb_noise    -12829.416022
snr_median        1.804774
snr_max           3.638607
Name: 6157, dtype: float64
---------------
ml label: Koi_Fish
ml confidence: 0.9968709349632264
--> HL
index           6127.000000
lnb_ratio      33166.770796
lnb_signal    -86542.083538
lnb_noise    -119708.854334
snr_median       219.242634
snr_max          257.754536
Name: 6127, dtype: float64
--> H
lnb_ratio      33269.757014
lnb_signal    -74342.527792
lnb_noise    -107612.284806
snr_median       255.392135
snr_max          258.178549
Name: 6127, dtype: float64
--> L
lnb_ratio        -0.022559
lnb_signal   -12096.592088
lnb_noise    -12096.569528
snr_median        1.917113
snr_max           3.974934
Name: 6127, dtype: float64
---------------
ml label: Repeating_Blips
ml confidence: 0.9998200535774232
--> HL
index          6257.000000
lnb_ratio         8.021422
lnb_signal   -48038.184786
lnb_noise    -48046.206208
snr_median        5.503077
snr_max           7.338908
Name: 6257, dtype: float64
--> H
lnb_ratio        12.842494
lnb_signal   -35717.762521
lnb_noise    -35730.605015
snr_median        6.604073
snr_max           8.267811
Name: 6257, dtype: float64
--> L
lnb_ratio         0.141044
lnb_signal   -12315.460150
lnb_noise    -12315.601194
snr_median        2.306922
snr_max           4.159180
Name: 6257, dtype: float64
---------------
ml label: Extremely_Loud
ml confidence: 0.999524712562561
--> HL
index           6477.000000
lnb_ratio      44176.782203
lnb_signal   -246446.407039
lnb_noise    -290623.189242
snr_median       296.658867
snr_max          298.027825
Name: 6477, dtype: float64
--> H
lnb_ratio      45163.318687
lnb_signal   -233397.637152
lnb_noise    -278560.955840
snr_median       286.906053
snr_max          300.724380
Name: 6477, dtype: float64
--> L
lnb_ratio         0.399115
lnb_signal   -12061.834287
lnb_noise    -12062.233402
snr_median        2.651682
snr_max           4.351249
Name: 6477, dtype: float64
---------------
ml label: Koi_Fish
ml confidence: 0.9956014156341552
--> HL
index          6165.000000
lnb_ratio      4607.526234
lnb_signal   -60617.994697
lnb_noise    -65225.520931
snr_median       86.780135
snr_max          96.538800
Name: 6165, dtype: float64
--> H
lnb_ratio      4644.138440
lnb_signal   -48289.488967
lnb_noise    -52933.627406
snr_median       91.420339
snr_max          96.839588
Name: 6165, dtype: float64
--> L
lnb_ratio        -0.046842
lnb_signal   -12291.940367
lnb_noise    -12291.893525
snr_median        1.486126
snr_max           3.233513
Name: 6165, dtype: float64
---------------
ml label: Blip
ml confidence: 0.9673978090286256
--> HL
index          6239.000000
lnb_ratio       500.285317
lnb_signal   -50705.537368
lnb_noise    -51205.822685
snr_median       30.136425
snr_max          32.947378
Name: 6239, dtype: float64
--> H
lnb_ratio       507.720121
lnb_signal   -38615.602401
lnb_noise    -39123.322521
snr_median       31.302050
snr_max          32.912562
Name: 6239, dtype: float64
--> L
lnb_ratio        -0.048327
lnb_signal   -12082.548490
lnb_noise    -12082.500164
snr_median        1.782111
snr_max           3.628306
Name: 6239, dtype: float64
---------------
ml label: Koi_Fish
ml confidence: 0.9723920226097108
--> HL
index          6354.000000
lnb_ratio       130.438685
lnb_signal   -51808.129413
lnb_noise    -51938.568098
snr_median       14.971372
snr_max          18.031577
Name: 6354, dtype: float64
--> H
lnb_ratio       138.182239
lnb_signal   -39139.856931
lnb_noise    -39278.039171
snr_median       15.061882
snr_max          18.013884
Name: 6354, dtype: float64
--> L
lnb_ratio         0.045273
lnb_signal   -12660.483654
lnb_noise    -12660.528927
snr_median        1.941740
snr_max           3.623978
Name: 6354, dtype: float64
---------------
ml label: Extremely_Loud
ml confidence: 0.9999109506607056
--> HL
index         6.618000e+03
lnb_ratio     2.473311e+05
lnb_signal   -1.015377e+06
lnb_noise    -1.262708e+06
snr_median    7.003884e+02
snr_max       7.034608e+02
Name: 6618, dtype: float64
--> H
lnb_ratio     2.868255e+05
lnb_signal   -9.627757e+05
lnb_noise    -1.249601e+06
snr_median    5.506564e+02
snr_max       7.574596e+02
Name: 6618, dtype: float64
--> L
lnb_ratio        -0.056882
lnb_signal   -13106.997078
lnb_noise    -13106.940195
snr_median        1.889280
snr_max           3.841042
Name: 6618, dtype: float64
---------------
ml label: Extremely_Loud
ml confidence: 0.999848484992981
--> HL
index         6.681000e+03
lnb_ratio     1.049397e+06
lnb_signal   -4.852244e+06
lnb_noise    -5.901641e+06
snr_median    1.264665e+03
snr_max       1.448763e+03
Name: 6681, dtype: float64
--> H
lnb_ratio     1.266362e+06
lnb_signal   -4.621969e+06
lnb_noise    -5.888331e+06
snr_median    1.590550e+03
snr_max       1.591688e+03
Name: 6681, dtype: float64
--> L
lnb_ratio        -0.142088
lnb_signal   -13310.436756
lnb_noise    -13310.294668
snr_median        1.226562
snr_max           3.060232
Name: 6681, dtype: float64
---------------
ml label: Extremely_Loud
ml confidence: 0.9882661700248718
--> HL
index           7192.000000
lnb_ratio     124395.238156
lnb_signal   -203232.895366
lnb_noise    -327628.133522
snr_median       405.953573
snr_max          498.901891
Name: 7192, dtype: float64
--> H
lnb_ratio     140496.317987
lnb_signal   -173154.282347
lnb_noise    -313650.600334
snr_median       525.589213
snr_max          530.213675
Name: 7192, dtype: float64
--> L
lnb_ratio        -0.088683
lnb_signal   -13977.621871
lnb_noise    -13977.533188
snr_median        1.733253
snr_max           3.786737
Name: 7192, dtype: float64
---------------
ml label: Koi_Fish
ml confidence: 0.9096767902374268
--> HL
index          7426.000000
lnb_ratio       204.592481
lnb_signal   -51031.196625
lnb_noise    -51235.789106
snr_median       18.234556
snr_max          21.990737
Name: 7426, dtype: float64
--> H
lnb_ratio       213.192650
lnb_signal   -38882.717578
lnb_noise    -39095.910228
snr_median       19.420627
snr_max          21.995363
Name: 7426, dtype: float64
--> L
lnb_ratio        -0.063934
lnb_signal   -12139.942812
lnb_noise    -12139.878877
snr_median        1.555831
snr_max           3.348013
Name: 7426, dtype: float64
---------------
ml label: Koi_Fish
ml confidence: 0.937771737575531
--> HL
index          7734.000000
lnb_ratio      1613.981034
lnb_signal   -58783.254337
lnb_noise    -60397.235371
snr_median       53.147344
snr_max          57.700700
Name: 7734, dtype: float64
--> H
lnb_ratio      1623.418914
lnb_signal   -45370.736532
lnb_noise    -46994.155446
snr_median       54.565207
snr_max          57.689177
Name: 7734, dtype: float64
--> L
lnb_ratio        -0.026012
lnb_signal   -13403.105937
lnb_noise    -13403.079925
snr_median        1.548765
snr_max           3.153031
Name: 7734, dtype: float64
---------------
ml label: Extremely_Loud
ml confidence: 0.9999768733978271
--> HL
index         7.533000e+03
lnb_ratio     8.881187e+06
lnb_signal   -7.940278e+07
lnb_noise    -8.828397e+07
snr_median    3.670439e+03
snr_max       4.214558e+03
Name: 7533, dtype: float64
--> H
lnb_ratio     1.217065e+07
lnb_signal   -7.609740e+07
lnb_noise    -8.826805e+07
snr_median    4.184303e+03
snr_max       4.933703e+03
Name: 7533, dtype: float64
--> L
lnb_ratio         0.201510
lnb_signal   -15919.151851
lnb_noise    -15919.353362
snr_median        2.465898
snr_max           4.372136
Name: 7533, dtype: float64
---------------
ml label: Blip
ml confidence: 0.9921914935112
--> HL
index          9697.000000
lnb_ratio         7.234515
lnb_signal   -49440.314814
lnb_noise    -49447.549329
snr_median        5.378697
snr_max           7.308421
Name: 9697, dtype: float64
--> H
lnb_ratio        10.267642
lnb_signal   -35632.143685
lnb_noise    -35642.411327
snr_median        4.900136
snr_max           6.991494
Name: 9697, dtype: float64
--> L
lnb_ratio         0.124743
lnb_signal   -13805.013259
lnb_noise    -13805.138002
snr_median        2.306364
snr_max           4.192987
Name: 9697, dtype: float64
---------------
ml label: Blip
ml confidence: 0.9544792771339417
--> HL
index         12725.000000
lnb_ratio      1244.299199
lnb_signal   -48999.929423
lnb_noise    -50244.228622
snr_median       46.851292
snr_max          50.866894
Name: 12725, dtype: float64
--> H
lnb_ratio      1253.431238
lnb_signal   -36784.424943
lnb_noise    -38037.856181
snr_median       47.950165
snr_max          50.845058
Name: 12725, dtype: float64
--> L
lnb_ratio        -0.080249
lnb_signal   -12206.452690
lnb_noise    -12206.372441
snr_median        1.659707
snr_max           3.545538
Name: 12725, dtype: float64
---------------
ml label: Extremely_Loud
ml confidence: 0.9674224257469176
--> HL
index         1.438600e+04
lnb_ratio     8.087783e+05
lnb_signal   -5.079107e+06
lnb_noise    -5.887886e+06
snr_median    1.257329e+03
snr_max       1.271903e+03
Name: 14386, dtype: float64
--> H
lnb_ratio     9.231596e+05
lnb_signal   -4.952869e+06
lnb_noise    -5.876028e+06
snr_median    1.358187e+03
snr_max       1.358870e+03
Name: 14386, dtype: float64
--> L
lnb_ratio        -0.145512
lnb_signal   -11857.494035
lnb_noise    -11857.348522
snr_median        1.526928
snr_max           3.602938
Name: 14386, dtype: float64
---------------
ml label: Extremely_Loud
ml confidence: 0.9999899864196776
--> HL
index         1.345200e+04
lnb_ratio     3.458542e+06
lnb_signal   -1.115473e+07
lnb_noise    -1.461328e+07
snr_median    2.190114e+03
snr_max       2.630058e+03
Name: 13452, dtype: float64
--> H
lnb_ratio     4.834736e+06
lnb_signal   -9.765242e+06
lnb_noise    -1.459998e+07
snr_median    3.083078e+03
snr_max       3.109608e+03
Name: 13452, dtype: float64
--> L
lnb_ratio         0.029274
lnb_signal   -13296.862984
lnb_noise    -13296.892258
snr_median        2.078810
snr_max           3.950061
Name: 13452, dtype: float64
---------------
ml label: Extremely_Loud
ml confidence: 0.6010274291038513
--> HL
index          10885.000000
lnb_ratio      69870.771872
lnb_signal   -137722.615268
lnb_noise    -207593.387140
snr_median       250.901276
snr_max          373.967029
Name: 10885, dtype: float64
--> H
lnb_ratio      87005.512155
lnb_signal   -107709.016731
lnb_noise    -194714.528886
snr_median       399.458895
snr_max          417.310803
Name: 10885, dtype: float64
--> L
lnb_ratio         0.030180
lnb_signal   -12878.828074
lnb_noise    -12878.858254
snr_median        2.097563
snr_max           3.948704
Name: 10885, dtype: float64
---------------
ml label: Extremely_Loud
ml confidence: 0.9266350865364076
--> HL
index          13319.000000
lnb_ratio      23471.871887
lnb_signal    -96868.750162
lnb_noise    -120340.622048
snr_median       206.152337
snr_max          216.951012
Name: 13319, dtype: float64
--> H
lnb_ratio      23790.087989
lnb_signal    -84518.764893
lnb_noise    -108308.852882
snr_median       213.953697
snr_max          218.371330
Name: 13319, dtype: float64
--> L
lnb_ratio        -0.031061
lnb_signal   -12031.800227
lnb_noise    -12031.769166
snr_median        1.673895
snr_max           3.449073
Name: 13319, dtype: float64
---------------
ml label: Extremely_Loud
ml confidence: 0.999974250793457
--> HL
index         1.217900e+04
lnb_ratio     2.255371e+06
lnb_signal   -1.115386e+07
lnb_noise    -1.340923e+07
snr_median    2.104770e+03
snr_max       2.123970e+03
Name: 12179, dtype: float64
--> H
lnb_ratio     3.046178e+06
lnb_signal   -1.035026e+07
lnb_noise    -1.339644e+07
snr_median    2.117682e+03
snr_max       2.468296e+03
Name: 12179, dtype: float64
--> L
lnb_ratio        -0.073735
lnb_signal   -12791.111744
lnb_noise    -12791.038009
snr_median        1.679688
snr_max           3.490501
Name: 12179, dtype: float64
---------------
ml label: Blip
ml confidence: 0.999977707862854
--> HL
index         14575.000000
lnb_ratio         2.124600
lnb_signal   -50271.328867
lnb_noise    -50273.453467
snr_median        4.501813
snr_max           6.339696
Name: 14575, dtype: float64
--> H
lnb_ratio         5.036535
lnb_signal   -36905.588111
lnb_noise    -36910.624646
snr_median        4.166307
snr_max           6.063517
Name: 14575, dtype: float64
--> L
lnb_ratio        -0.061860
lnb_signal   -13362.890681
lnb_noise    -13362.828821
snr_median        1.644036
snr_max           3.429006
Name: 14575, dtype: float64
---------------
ml label: Koi_Fish
ml confidence: 0.9560114145278932
--> HL
index          9694.000000
lnb_ratio      2628.088697
lnb_signal   -60967.973620
lnb_noise    -63596.062317
snr_median       67.734979
snr_max          73.227262
Name: 9694, dtype: float64
--> H
lnb_ratio      2637.661246
lnb_signal   -47102.919594
lnb_noise    -49740.580840
snr_median       69.829820
snr_max          73.215970
Name: 9694, dtype: float64
--> L
lnb_ratio        -0.176278
lnb_signal   -13855.657755
lnb_noise    -13855.481477
snr_median        1.309158
snr_max           3.207660
Name: 9694, dtype: float64
---------------
ml label: Extremely_Loud
ml confidence: 0.9997040629386902
--> HL
index           8640.000000
lnb_ratio      59239.241119
lnb_signal   -240369.991166
lnb_noise    -299609.232285
snr_median       343.580146
snr_max          344.435569
Name: 8640, dtype: float64
--> H
lnb_ratio      62245.254998
lnb_signal   -224556.591831
lnb_noise    -286801.846829
snr_median       351.026472
snr_max          353.057620
Name: 8640, dtype: float64
--> L
lnb_ratio         2.926118
lnb_signal   -12804.459338
lnb_noise    -12807.385456
snr_median        3.506723
snr_max           5.211790
Name: 8640, dtype: float64
---------------
ml label: Extremely_Loud
ml confidence: 0.4481845796108246
--> HL
index         1.438700e+04
lnb_ratio     3.118322e+03
lnb_signal   -5.883531e+06
lnb_noise    -5.886649e+06
snr_median    7.092913e+01
snr_max       7.973509e+01
Name: 14387, dtype: float64
--> H
lnb_ratio     4.575875e+03
lnb_signal   -5.869970e+06
lnb_noise    -5.874545e+06
snr_median    8.404625e+01
snr_max       9.628654e+01
Name: 14387, dtype: float64
--> L
lnb_ratio         0.174027
lnb_signal   -12103.660428
lnb_noise    -12103.834454
snr_median        2.419957
snr_max           4.189034
Name: 14387, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.9999934434890748
--> HL
index          9724.000000
lnb_ratio       346.637627
lnb_signal   -48535.166147
lnb_noise    -48881.803773
snr_median       22.223774
snr_max          28.057982
Name: 9724, dtype: float64
--> H
lnb_ratio       359.699940
lnb_signal   -35712.005512
lnb_noise    -36071.705452
snr_median       23.191215
snr_max          28.168415
Name: 9724, dtype: float64
--> L
lnb_ratio         0.023453
lnb_signal   -12810.074868
lnb_noise    -12810.098322
snr_median        2.264873
snr_max           4.323454
Name: 9724, dtype: float64
---------------
ml label: Koi_Fish
ml confidence: 0.9766958355903624
--> HL
index         13028.000000
lnb_ratio       899.973837
lnb_signal   -50043.114678
lnb_noise    -50943.088516
snr_median       39.508367
snr_max          43.449962
Name: 13028, dtype: float64
--> H
lnb_ratio       909.284841
lnb_signal   -37791.615197
lnb_noise    -38700.900038
snr_median       41.066804
snr_max          43.430769
Name: 13028, dtype: float64
--> L
lnb_ratio        -0.151231
lnb_signal   -12242.339709
lnb_noise    -12242.188478
snr_median        1.476573
snr_max           3.395769
Name: 13028, dtype: float64
---------------
ml label: Extremely_Loud
ml confidence: 0.9961114525794984
--> HL
index          11213.000000
lnb_ratio     354557.374493
lnb_signal   -462845.791447
lnb_noise    -817403.165940
snr_median       823.117638
snr_max          842.177653
Name: 11213, dtype: float64
--> H
lnb_ratio     424158.143217
lnb_signal   -380793.352830
lnb_noise    -804951.496048
snr_median       918.233087
snr_max          921.135375
Name: 11213, dtype: float64
--> L
lnb_ratio        -0.033654
lnb_signal   -12451.703544
lnb_noise    -12451.669890
snr_median        1.974647
snr_max           4.001482
Name: 11213, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.487545758485794
--> HL
index         10237.000000
lnb_ratio      1167.837292
lnb_signal   -49334.851037
lnb_noise    -50502.688329
snr_median       45.270793
snr_max          49.289399
Name: 10237, dtype: float64
--> H
lnb_ratio      1176.666383
lnb_signal   -36295.115922
lnb_noise    -37471.782305
snr_median       47.089186
snr_max          49.273923
Name: 10237, dtype: float64
--> L
lnb_ratio        -0.003361
lnb_signal   -13030.909385
lnb_noise    -13030.906024
snr_median        1.916745
snr_max           3.657960
Name: 10237, dtype: float64
---------------
ml label: Repeating_Blips
ml confidence: 0.4048030376434326
--> HL
index         13083.000000
lnb_ratio        55.988195
lnb_signal   -49376.936852
lnb_noise    -49432.925047
snr_median       10.514111
snr_max          13.215834
Name: 13083, dtype: float64
--> H
lnb_ratio        64.064237
lnb_signal   -36948.662943
lnb_noise    -37012.727181
snr_median       11.463684
snr_max          13.189355
Name: 13083, dtype: float64
--> L
lnb_ratio        -0.084297
lnb_signal   -12420.282163
lnb_noise    -12420.197866
snr_median        1.730160
snr_max           3.654106
Name: 13083, dtype: float64
---------------
ml label: Extremely_Loud
ml confidence: 0.9997705817222596
--> HL
index         1.297000e+04
lnb_ratio     8.366864e+05
lnb_signal   -3.271170e+06
lnb_noise    -4.107856e+06
snr_median    1.252179e+03
snr_max       1.293643e+03
Name: 12970, dtype: float64
--> H
lnb_ratio     9.118663e+05
lnb_signal   -3.183931e+06
lnb_noise    -4.095798e+06
snr_median    1.349770e+03
snr_max       1.350515e+03
Name: 12970, dtype: float64
--> L
lnb_ratio         0.020062
lnb_signal   -12058.296984
lnb_noise    -12058.317046
snr_median        1.804918
snr_max           3.445985
Name: 12970, dtype: float64
---------------
ml label: Extremely_Loud
ml confidence: 0.999861478805542
--> HL
index          13839.000000
lnb_ratio     140110.605591
lnb_signal   -800645.506763
lnb_noise    -940756.112353
snr_median       523.418245
snr_max          529.557741
Name: 13839, dtype: float64
--> H
lnb_ratio     141892.361000
lnb_signal   -786341.633059
lnb_noise    -928233.994058
snr_median       529.745259
snr_max          532.848979
Name: 13839, dtype: float64
--> L
lnb_ratio        -0.143791
lnb_signal   -12522.262086
lnb_noise    -12522.118295
snr_median        1.233201
snr_max           2.998722
Name: 13839, dtype: float64
---------------
ml label: Extremely_Loud
ml confidence: 0.9999427795410156
--> HL
index         9.784000e+03
lnb_ratio     5.197320e+05
lnb_signal   -1.680251e+06
lnb_noise    -2.199983e+06
snr_median    1.003327e+03
snr_max       1.019881e+03
Name: 9784, dtype: float64
--> H

---------------------------------------------------------------------------
KeyError                                  Traceback (most recent call last)
~/virtualenv/sgwb/lib/python3.7/site-packages/pandas/core/indexes/base.py in get_loc(self, key, method, tolerance)
   3360             try:
-> 3361                 return self._engine.get_loc(casted_key)
   3362             except KeyError as err:

~/virtualenv/sgwb/lib/python3.7/site-packages/pandas/_libs/index.pyx in pandas._libs.index.IndexEngine.get_loc()

~/virtualenv/sgwb/lib/python3.7/site-packages/pandas/_libs/index.pyx in pandas._libs.index.IndexEngine.get_loc()

pandas/_libs/hashtable_class_helper.pxi in pandas._libs.hashtable.Int64HashTable.get_item()

pandas/_libs/hashtable_class_helper.pxi in pandas._libs.hashtable.Int64HashTable.get_item()

KeyError: 9784

The above exception was the direct cause of the following exception:

KeyError                                  Traceback (most recent call last)
/local/user/yifan.wang/ipykernel_890669/34909161.py in <module>
      7     print(df.loc[xiindex])
      8     print('--> H')
----> 9     print(dfh.loc[xiindex])
     10     print('--> L')
     11     print(dfl.loc[xiindex])

~/virtualenv/sgwb/lib/python3.7/site-packages/pandas/core/indexing.py in __getitem__(self, key)
    929 
    930             maybe_callable = com.apply_if_callable(key, self.obj)
--> 931             return self._getitem_axis(maybe_callable, axis=axis)
    932 
    933     def _is_scalar_access(self, key: tuple):

~/virtualenv/sgwb/lib/python3.7/site-packages/pandas/core/indexing.py in _getitem_axis(self, key, axis)
   1162         # fall thru to straight lookup
   1163         self._validate_key(key, axis)
-> 1164         return self._get_label(key, axis=axis)
   1165 
   1166     def _get_slice_axis(self, slice_obj: slice, axis: int):

~/virtualenv/sgwb/lib/python3.7/site-packages/pandas/core/indexing.py in _get_label(self, label, axis)
   1111     def _get_label(self, label, axis: int):
   1112         # GH#5667 this will fail if the label is not present in the axis.
-> 1113         return self.obj.xs(label, axis=axis)
   1114 
   1115     def _handle_lowerdim_multi_index_axis0(self, tup: tuple):

~/virtualenv/sgwb/lib/python3.7/site-packages/pandas/core/generic.py in xs(self, key, axis, level, drop_level)
   3774                 raise TypeError(f"Expected label or tuple of labels, got {key}") from e
   3775         else:
-> 3776             loc = index.get_loc(key)
   3777 
   3778             if isinstance(loc, np.ndarray):

~/virtualenv/sgwb/lib/python3.7/site-packages/pandas/core/indexes/base.py in get_loc(self, key, method, tolerance)
   3361                 return self._engine.get_loc(casted_key)
   3362             except KeyError as err:
-> 3363                 raise KeyError(key) from err
   3364 
   3365         if is_scalar(key) and isna(key) and not self.hasnans:

KeyError: 9784

Livingston glitch identified by Gravity Spy¶

In [55]:
for i in gs_ind_l.index:
    print('---------------')
    print('ml label:', gs_l.loc[i]['ml_label'])
    print('ml confidence:', gs_l.loc[i]['ml_confidence'])
    xiindex = int(gs_ind_l[i])
    print('--> HL')
    print(df.loc[xiindex])
    print('--> L')
    print(dfl.loc[xiindex])
    print('--> H')
    print(dfh.loc[xiindex])

---------------
ml label: Blip_Low_Frequency
ml confidence: 0.999972939491272
--> HL
index         14587.000000
lnb_ratio         7.582488
lnb_signal   -47255.669526
lnb_noise    -47263.252014
snr_median        5.788727
snr_max           7.431031
Name: 14587, dtype: float64
--> L
lnb_ratio        12.684125
lnb_signal   -13817.827236
lnb_noise    -13830.511361
snr_median        5.645382
snr_max           7.453206
Name: 14587, dtype: float64
--> H
lnb_ratio         0.022822
lnb_signal   -33432.717831
lnb_noise    -33432.740653
snr_median        1.591438
snr_max           3.315477
Name: 14587, dtype: float64
---------------
ml label: Blip
ml confidence: 0.9963646531105042
--> HL
index         15319.000000
lnb_ratio       129.899668
lnb_signal   -46716.772440
lnb_noise    -46846.672109
snr_median       15.238036
snr_max          17.956489
Name: 15319, dtype: float64
--> L
lnb_ratio       137.202878
lnb_signal   -13441.035801
lnb_noise    -13578.238679
snr_median       15.876587
snr_max          17.949532
Name: 15319, dtype: float64
--> H
lnb_ratio         0.009142
lnb_signal   -33268.424287
lnb_noise    -33268.433430
snr_median        1.880124
snr_max           3.969592
Name: 15319, dtype: float64
---------------
ml label: Scattered_Light
ml confidence: 0.8984211087226868
--> HL
index         16965.000000
lnb_ratio         1.172214
lnb_signal   -46433.476259
lnb_noise    -46434.648472
snr_median        4.647451
snr_max           6.932570
Name: 16964, dtype: float64
--> L
lnb_ratio         2.049701
lnb_signal   -13608.827496
lnb_noise    -13610.877197
snr_median        4.623152
snr_max           6.654653
Name: 16964, dtype: float64
--> H
lnb_ratio        -0.084271
lnb_signal   -33778.000951
lnb_noise    -33777.916680
snr_median        1.426562
snr_max           3.497776
Name: 16964, dtype: float64
---------------
ml label: Fast_Scattering
ml confidence: 0.9999275207519532
--> HL
index         17035.000000
lnb_ratio        10.214891
lnb_signal   -45752.650274
lnb_noise    -45762.865164
snr_median        6.386180
snr_max           8.501151
Name: 17034, dtype: float64
--> L
lnb_ratio         7.485163
lnb_signal   -14370.277199
lnb_noise    -14377.762362
snr_median        6.122136
snr_max           8.455205
Name: 17034, dtype: float64
--> H
lnb_ratio        -0.037387
lnb_signal   -34377.660120
lnb_noise    -34377.622733
snr_median        1.423860
snr_max           3.203127
Name: 17034, dtype: float64
---------------
ml label: Fast_Scattering
ml confidence: 0.480607271194458
--> HL
index         20281.000000
lnb_ratio         2.850034
lnb_signal   -48872.873000
lnb_noise    -48875.723034
snr_median        4.979928
snr_max           8.383758
Name: 20280, dtype: float64
--> L
lnb_ratio      1131.926618
lnb_signal   -15407.678890
lnb_noise    -16539.605508
snr_median       42.661268
snr_max          48.327472
Name: 20280, dtype: float64
--> H
lnb_ratio        -0.064735
lnb_signal   -31982.459248
lnb_noise    -31982.394512
snr_median        1.283284
snr_max           3.061637
Name: 20280, dtype: float64
---------------
ml label: Blip_Low_Frequency
ml confidence: 0.9998836517333984
--> HL
index         18296.000000
lnb_ratio        -0.091284
lnb_signal   -48394.575715
lnb_noise    -48394.484431
snr_median        1.783907
snr_max           3.524369
Name: 18295, dtype: float64
--> L
lnb_ratio        12.933380
lnb_signal   -13546.386674
lnb_noise    -13559.320054
snr_median        6.335572
snr_max           7.696666
Name: 18295, dtype: float64
--> H
lnb_ratio        -0.034036
lnb_signal   -35924.456009
lnb_noise    -35924.421973
snr_median        1.509770
snr_max           3.431041
Name: 18295, dtype: float64
---------------
ml label: Fast_Scattering
ml confidence: 0.9714738726615906
--> HL
index         17036.000000
lnb_ratio         1.879050
lnb_signal   -49480.609707
lnb_noise    -49482.488757
snr_median        4.644822
snr_max           6.720228
Name: 17035, dtype: float64
--> L
lnb_ratio        16.157807
lnb_signal   -12737.819905
lnb_noise    -12753.977712
snr_median        7.175301
snr_max           9.379735
Name: 17035, dtype: float64
--> H
lnb_ratio         0.012009
lnb_signal   -33008.875443
lnb_noise    -33008.887452
snr_median        1.688587
snr_max           3.460693
Name: 17035, dtype: float64
---------------
ml label: Fast_Scattering
ml confidence: 0.999993085861206
--> HL
index         17038.000000
lnb_ratio         0.151473
lnb_signal   -51864.142443
lnb_noise    -51864.293916
snr_median        3.431348
snr_max           5.650464
Name: 17037, dtype: float64
--> L
lnb_ratio        31.529399
lnb_signal   -13295.891240
lnb_noise    -13327.420639
snr_median        8.720187
snr_max          11.191015
Name: 17037, dtype: float64
--> H
lnb_ratio         0.038505
lnb_signal   -32128.651882
lnb_noise    -32128.690387
snr_median        1.882148
snr_max           3.996918
Name: 17037, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.9967617392539978
--> HL
index          20291.000000
lnb_ratio      12285.850374
lnb_signal   -179047.589787
lnb_noise    -191333.440161
snr_median       151.425552
snr_max          157.176403
Name: 20290, dtype: float64
--> L
lnb_ratio        188.871977
lnb_signal   -171706.764715
lnb_noise    -171895.636692
snr_median        18.458637
snr_max           20.877290
Name: 20290, dtype: float64
--> H
lnb_ratio        -0.043325
lnb_signal   -32034.590635
lnb_noise    -32034.547310
snr_median        1.980405
snr_max           4.276129
Name: 20290, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.9960789084434508
--> HL
index         18673.000000
lnb_ratio        -0.076602
lnb_signal   -44590.344692
lnb_noise    -44590.268090
snr_median        1.954907
snr_max           3.780877
Name: 18672, dtype: float64
--> L
lnb_ratio        37.400346
lnb_signal   -13992.129912
lnb_noise    -14029.530258
snr_median        8.538250
snr_max          10.820748
Name: 18672, dtype: float64
--> H
lnb_ratio        -0.101863
lnb_signal   -32445.051744
lnb_noise    -32444.949881
snr_median        1.523223
snr_max           3.718429
Name: 18672, dtype: float64
---------------
ml label: Fast_Scattering
ml confidence: 0.9809560179710388
--> HL
index         17487.000000
lnb_ratio        17.978565
lnb_signal   -47940.675906
lnb_noise    -47958.654470
snr_median        7.359325
snr_max           9.740752
Name: 17486, dtype: float64
--> L
lnb_ratio         2.717636
lnb_signal   -13097.057787
lnb_noise    -13099.775423
snr_median        4.964457
snr_max           7.171432
Name: 17486, dtype: float64
--> H
lnb_ratio        -0.032932
lnb_signal   -35046.066642
lnb_noise    -35046.033709
snr_median        1.547078
snr_max           3.382028
Name: 17486, dtype: float64
---------------
ml label: Fast_Scattering
ml confidence: 0.9997698664665222
--> HL
index         16617.000000
lnb_ratio        -0.058749
lnb_signal   -48917.373356
lnb_noise    -48917.314607
snr_median        2.458724
snr_max           4.612110
Name: 16616, dtype: float64
--> L
lnb_ratio        -0.106103
lnb_signal   -12977.388518
lnb_noise    -12977.282415
snr_median        1.420573
snr_max           3.154331
Name: 16616, dtype: float64
--> H
lnb_ratio         0.013231
lnb_signal   -33633.647428
lnb_noise    -33633.660659
snr_median        1.486280
snr_max           3.158925
Name: 16616, dtype: float64
---------------
ml label: Fast_Scattering
ml confidence: 0.5065204501152039
--> HL
index         17449.000000
lnb_ratio        -0.186308
lnb_signal   -47780.261447
lnb_noise    -47780.075139
snr_median        1.668479
snr_max           3.591279
Name: 17448, dtype: float64
--> L
lnb_ratio         0.034946
lnb_signal   -14550.761433
lnb_noise    -14550.796380
snr_median        2.455035
snr_max           4.395355
Name: 17448, dtype: float64
--> H
lnb_ratio        -0.075300
lnb_signal   -32807.746363
lnb_noise    -32807.671063
snr_median        1.121684
snr_max           2.900789
Name: 17448, dtype: float64
---------------
ml label: Fast_Scattering
ml confidence: 0.9787349700927734
--> HL
index         17497.000000
lnb_ratio        10.716954
lnb_signal   -46990.167966
lnb_noise    -47000.884920
snr_median        6.537140
snr_max           8.630296
Name: 17496, dtype: float64
--> L
lnb_ratio         1.709190
lnb_signal   -12901.126426
lnb_noise    -12902.835617
snr_median        2.921094
snr_max           5.029918
Name: 17496, dtype: float64
--> H
lnb_ratio        -0.017424
lnb_signal   -33911.927642
lnb_noise    -33911.910218
snr_median        2.086951
snr_max           4.132130
Name: 17496, dtype: float64
---------------
ml label: Fast_Scattering
ml confidence: 0.6364578008651733
--> HL
index         19408.000000
lnb_ratio         0.006300
lnb_signal   -44779.403433
lnb_noise    -44779.409733
snr_median        2.384028
snr_max           4.241973
Name: 19407, dtype: float64
--> L
lnb_ratio         0.148603
lnb_signal   -12331.712748
lnb_noise    -12331.861352
snr_median        2.083395
snr_max           3.676375
Name: 19407, dtype: float64
--> H
lnb_ratio        -0.024458
lnb_signal   -38392.594333
lnb_noise    -38392.569875
snr_median        1.660003
snr_max           3.606618
Name: 19407, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.9529961943626404
--> HL
index         17354.000000
lnb_ratio        -0.022840
lnb_signal   -45281.751882
lnb_noise    -45281.729042
snr_median        2.015493
snr_max           3.776843
Name: 17353, dtype: float64
--> L
lnb_ratio       169.480298
lnb_signal   -13187.804278
lnb_noise    -13357.284575
snr_median       16.611975
snr_max          19.645474
Name: 17353, dtype: float64
--> H
lnb_ratio        -0.051701
lnb_signal   -33552.769498
lnb_noise    -33552.717797
snr_median        1.512631
snr_max           3.509357
Name: 17353, dtype: float64
---------------
ml label: Extremely_Loud
ml confidence: 0.9969220757484436
--> HL
index         2.091500e+04
lnb_ratio     5.333092e+03
lnb_signal   -2.780204e+06
lnb_noise    -2.785537e+06
snr_median    9.271816e+01
snr_max       1.039549e+02
Name: 20914, dtype: float64
--> L
lnb_ratio     9.237209e+05
lnb_signal   -1.834276e+06
lnb_noise    -2.757996e+06
snr_median    1.147463e+03
snr_max       1.359250e+03
Name: 20914, dtype: float64
--> H
lnb_ratio        -0.047517
lnb_signal   -33398.044154
lnb_noise    -33397.996637
snr_median        1.460739
snr_max           3.342061
Name: 20914, dtype: float64
---------------
ml label: Blip_Low_Frequency
ml confidence: 0.996061623096466
--> HL
index         19180.000000
lnb_ratio        -0.035741
lnb_signal   -44643.662019
lnb_noise    -44643.626278
snr_median        1.985073
snr_max           3.722351
Name: 19179, dtype: float64
--> L
lnb_ratio        64.573652
lnb_signal   -12285.670781
lnb_noise    -12350.244433
snr_median       10.690361
snr_max          13.072486
Name: 19179, dtype: float64
--> H
lnb_ratio        -0.052613
lnb_signal   -34128.291461
lnb_noise    -34128.238847
snr_median        1.319742
snr_max           3.254468
Name: 19179, dtype: float64
---------------
ml label: Paired_Doves
ml confidence: 0.518659234046936
--> HL
index         17651.000000
lnb_ratio         0.135429
lnb_signal   -47306.767941
lnb_noise    -47306.903370
snr_median        2.686883
snr_max           4.566747
Name: 17650, dtype: float64
--> L
lnb_ratio         0.216994
lnb_signal   -12994.296235
lnb_noise    -12994.513228
snr_median        2.182936
snr_max           3.745801
Name: 17650, dtype: float64
--> H
lnb_ratio         0.067723
lnb_signal   -33963.872920
lnb_noise    -33963.940643
snr_median        1.816437
snr_max           3.750210
Name: 17650, dtype: float64
---------------
ml label: Blip_Low_Frequency
ml confidence: 0.9999449253082277
--> HL
index         20537.000000
lnb_ratio        -0.147087
lnb_signal   -48901.371635
lnb_noise    -48901.224548
snr_median        1.784349
snr_max           3.610063
Name: 20536, dtype: float64
--> L
lnb_ratio        10.322301
lnb_signal   -12179.734801
lnb_noise    -12190.057101
snr_median        5.647230
snr_max           7.317940
Name: 20536, dtype: float64
--> H
lnb_ratio        -0.027108
lnb_signal   -36803.141475
lnb_noise    -36803.114367
snr_median        1.655423
snr_max           3.692841
Name: 20536, dtype: float64
---------------
ml label: Scattered_Light
ml confidence: 0.9203714728355408
--> HL
index         16964.000000
lnb_ratio         1.046547
lnb_signal   -47387.747330
lnb_noise    -47388.793877
snr_median        4.412977
snr_max           6.450501
Name: 16963, dtype: float64
--> L
lnb_ratio         0.526841
lnb_signal   -13161.799483
lnb_noise    -13162.326324
snr_median        3.778522
snr_max           5.905184
Name: 16963, dtype: float64
--> H
lnb_ratio        -0.027595
lnb_signal   -34681.236891
lnb_noise    -34681.209296
snr_median        1.551856
snr_max           3.392729
Name: 16963, dtype: float64
---------------
ml label: Fast_Scattering
ml confidence: 0.9993847608566284
--> HL
index         16618.000000
lnb_ratio        -0.126063
lnb_signal   -48638.200723
lnb_noise    -48638.074660
snr_median        2.096573
snr_max           4.085381
Name: 16617, dtype: float64
--> L
lnb_ratio        -0.021984
lnb_signal   -12459.515915
lnb_noise    -12459.493931
snr_median        1.945196
snr_max           3.931509
Name: 16617, dtype: float64
--> H
lnb_ratio        -0.019901
lnb_signal   -36457.840578
lnb_noise    -36457.820676
snr_median        1.581431
snr_max           3.452900
Name: 16617, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.9998643398284912
--> HL
index         18952.000000
lnb_ratio        -0.094323
lnb_signal   -44936.927342
lnb_noise    -44936.833019
snr_median        2.182421
snr_max           4.375984
Name: 18951, dtype: float64
--> L
lnb_ratio       138.886516
lnb_signal   -13555.200322
lnb_noise    -13694.086838
snr_median       15.126310
snr_max          17.997940
Name: 18951, dtype: float64
--> H
lnb_ratio        -0.061298
lnb_signal   -37566.860939
lnb_noise    -37566.799641
snr_median        1.359304
snr_max           3.292056
Name: 18951, dtype: float64
---------------
ml label: Paired_Doves
ml confidence: 0.316707581281662
--> HL
index         17913.000000
lnb_ratio         0.078378
lnb_signal   -45199.097797
lnb_noise    -45199.176175
snr_median        2.609250
snr_max           4.480566
Name: 17912, dtype: float64
--> L
lnb_ratio         0.390103
lnb_signal   -13542.901540
lnb_noise    -13543.291642
snr_median        3.438366
snr_max           5.336544
Name: 17912, dtype: float64
--> H
lnb_ratio         0.002186
lnb_signal   -34984.795468
lnb_noise    -34984.797654
snr_median        1.816119
snr_max           3.995008
Name: 17912, dtype: float64
---------------
ml label: Fast_Scattering
ml confidence: 0.5503056049346924
--> HL
index         19436.000000
lnb_ratio         0.119850
lnb_signal   -49524.255474
lnb_noise    -49524.375325
snr_median        2.969919
snr_max           5.175733
Name: 19435, dtype: float64
--> L
lnb_ratio         0.725379
lnb_signal   -12650.745086
lnb_noise    -12651.470466
snr_median        3.953390
snr_max           6.002786
Name: 19435, dtype: float64
--> H
lnb_ratio         0.007323
lnb_signal   -33479.226875
lnb_noise    -33479.234198
snr_median        1.833238
snr_max           4.038064
Name: 19435, dtype: float64
---------------
ml label: Fast_Scattering
ml confidence: 0.9998968839645386
--> HL
index         17493.000000
lnb_ratio        -0.069664
lnb_signal   -45719.375586
lnb_noise    -45719.305923
snr_median        1.700782
snr_max           3.416709
Name: 17492, dtype: float64
--> L
lnb_ratio         1.350240
lnb_signal   -12660.132156
lnb_noise    -12661.482396
snr_median        4.237394
snr_max           6.300841
Name: 17492, dtype: float64
--> H
lnb_ratio        -0.051803
lnb_signal   -33994.227976
lnb_noise    -33994.176172
snr_median        1.999893
snr_max           4.190608
Name: 17492, dtype: float64
---------------
ml label: Fast_Scattering
ml confidence: 0.999860405921936
--> HL
index         16966.000000
lnb_ratio        -0.155881
lnb_signal   -45351.329555
lnb_noise    -45351.173673
snr_median        2.083039
snr_max           4.227957
Name: 16965, dtype: float64
--> L
lnb_ratio         3.620381
lnb_signal   -12930.903593
lnb_noise    -12934.523974
snr_median        5.154113
snr_max           7.385438
Name: 16965, dtype: float64
--> H
lnb_ratio        -0.051651
lnb_signal   -33500.176149
lnb_noise    -33500.124498
snr_median        1.459717
snr_max           3.499430
Name: 16965, dtype: float64
---------------
ml label: Fast_Scattering
ml confidence: 0.9999687671661376
--> HL
index         18698.000000
lnb_ratio         0.008907
lnb_signal   -48834.916350
lnb_noise    -48834.925257
snr_median        2.512063
snr_max           4.401406
Name: 18697, dtype: float64
--> L
lnb_ratio         5.975783
lnb_signal   -17001.723795
lnb_noise    -17007.699578
snr_median        5.585232
snr_max           7.717248
Name: 18697, dtype: float64
--> H
lnb_ratio        -0.054219
lnb_signal   -31278.187196
lnb_noise    -31278.132977
snr_median        1.453917
snr_max           3.295146
Name: 18697, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.9997096657752992
--> HL
index         17327.000000
lnb_ratio         0.027480
lnb_signal   -47472.023519
lnb_noise    -47472.050999
snr_median        2.601979
snr_max           4.635818
Name: 17326, dtype: float64
--> L
lnb_ratio        62.466143
lnb_signal   -13058.200113
lnb_noise    -13120.666256
snr_median       10.524059
snr_max          13.086923
Name: 17326, dtype: float64
--> H
lnb_ratio        -0.026555
lnb_signal   -32989.445702
lnb_noise    -32989.419146
snr_median        1.346247
snr_max           3.016316
Name: 17326, dtype: float64
---------------
ml label: Paired_Doves
ml confidence: 0.820870578289032
--> HL
index         19886.000000
lnb_ratio         0.002839
lnb_signal   -45242.998684
lnb_noise    -45243.001523
snr_median        2.090737
snr_max           3.750379
Name: 19885, dtype: float64
--> L
lnb_ratio        59.191807
lnb_signal   -12618.764444
lnb_noise    -12677.956251
snr_median       10.316132
snr_max          12.810918
Name: 19885, dtype: float64
--> H
lnb_ratio        -0.018318
lnb_signal   -34362.581983
lnb_noise    -34362.563665
snr_median        1.666509
snr_max           3.732888
Name: 19885, dtype: float64
---------------
ml label: Fast_Scattering
ml confidence: 0.9999748468399048
--> HL
index         17491.000000
lnb_ratio         3.168936
lnb_signal   -45088.417175
lnb_noise    -45091.586112
snr_median        5.130992
snr_max           7.370228
Name: 17490, dtype: float64
--> L
lnb_ratio         1.176162
lnb_signal   -13013.284267
lnb_noise    -13014.460429
snr_median        4.262434
snr_max           6.240706
Name: 17490, dtype: float64
--> H
lnb_ratio         0.619686
lnb_signal   -33331.430572
lnb_noise    -33332.050258
snr_median        2.486114
snr_max           4.716273
Name: 17490, dtype: float64
---------------
ml label: Fast_Scattering
ml confidence: 0.7298467755317688
--> HL
index         18700.000000
lnb_ratio         0.009352
lnb_signal   -45609.507336
lnb_noise    -45609.516688
snr_median        2.088774
snr_max           3.904930
Name: 18699, dtype: float64
--> L
lnb_ratio         0.342786
lnb_signal   -12315.789518
lnb_noise    -12316.132304
snr_median        3.366344
snr_max           5.505728
Name: 18699, dtype: float64
--> H
lnb_ratio        -0.089459
lnb_signal   -30848.749415
lnb_noise    -30848.659956
snr_median        1.356164
snr_max           3.421886
Name: 18699, dtype: float64
---------------
ml label: Scattered_Light
ml confidence: 0.9721320271492004
--> HL
index         17487.000000
lnb_ratio        17.978565
lnb_signal   -47940.675906
lnb_noise    -47958.654470
snr_median        7.359325
snr_max           9.740752
Name: 17486, dtype: float64
--> L
lnb_ratio         2.717636
lnb_signal   -13097.057787
lnb_noise    -13099.775423
snr_median        4.964457
snr_max           7.171432
Name: 17486, dtype: float64
--> H
lnb_ratio        -0.032932
lnb_signal   -35046.066642
lnb_noise    -35046.033709
snr_median        1.547078
snr_max           3.382028
Name: 17486, dtype: float64
---------------
ml label: Fast_Scattering
ml confidence: 0.7990933656692505
--> HL
index         19504.000000
lnb_ratio        -0.144907
lnb_signal   -49725.626838
lnb_noise    -49725.481930
snr_median        1.687073
snr_max           3.538853
Name: 19503, dtype: float64
--> L
lnb_ratio         0.370466
lnb_signal   -12501.099442
lnb_noise    -12501.469908
snr_median        3.437282
snr_max           5.291367
Name: 19503, dtype: float64
--> H
lnb_ratio        -0.065840
lnb_signal   -33869.551216
lnb_noise    -33869.485377
snr_median        1.473175
snr_max           3.356116
Name: 19503, dtype: float64
---------------
ml label: Repeating_Blips
ml confidence: 0.9782700538635254
--> HL
index         14460.000000
lnb_ratio        19.476588
lnb_signal   -48696.919942
lnb_noise    -48716.396530
snr_median        7.283688
snr_max           9.821585
Name: 14460, dtype: float64
--> L
lnb_ratio        24.234756
lnb_signal   -12490.992350
lnb_noise    -12515.227106
snr_median        7.320399
snr_max           9.665159
Name: 14460, dtype: float64
--> H
lnb_ratio        -0.086421
lnb_signal   -36201.255845
lnb_noise    -36201.169424
snr_median        1.315487
snr_max           3.243125
Name: 14460, dtype: float64
---------------
ml label: Fast_Scattering
ml confidence: 0.8898074626922607
--> HL
index         15895.000000
lnb_ratio         0.167339
lnb_signal   -48132.222962
lnb_noise    -48132.390301
snr_median        2.690298
snr_max           4.439345
Name: 15895, dtype: float64
--> L
lnb_ratio         0.213942
lnb_signal   -14370.060568
lnb_noise    -14370.274510
snr_median        3.119199
snr_max           5.213822
Name: 15895, dtype: float64
--> H
lnb_ratio         0.063280
lnb_signal   -33762.052511
lnb_noise    -33762.115792
snr_median        2.202123
snr_max           4.257373
Name: 15895, dtype: float64
---------------
ml label: Blip
ml confidence: 0.992707908153534
--> HL
index         14345.000000
lnb_ratio         0.009778
lnb_signal   -50136.340728
lnb_noise    -50136.350505
snr_median        2.396738
snr_max           4.267934
Name: 14345, dtype: float64
--> L
lnb_ratio         0.073359
lnb_signal   -14256.290051
lnb_noise    -14256.363410
snr_median        2.200086
snr_max           3.989329
Name: 14345, dtype: float64
--> H
lnb_ratio        -0.068035
lnb_signal   -35880.055131
lnb_noise    -35879.987096
snr_median        1.084284
snr_max           2.820204
Name: 14345, dtype: float64
---------------
ml label: Extremely_Loud
ml confidence: 0.8692778944969177
--> HL
index          15906.000000
lnb_ratio       1297.858992
lnb_signal   -645940.939345
lnb_noise    -647238.798337
snr_median        41.854476
snr_max           52.003632
Name: 15905, dtype: float64
--> L
lnb_ratio     130276.582801
lnb_signal   -478107.196859
lnb_noise    -608383.779660
snr_median       449.381976
snr_max          510.548785
Name: 15905, dtype: float64
--> H
lnb_ratio        -0.032392
lnb_signal   -33468.534042
lnb_noise    -33468.501650
snr_median        1.801846
snr_max           3.829805
Name: 15905, dtype: float64
---------------
ml label: Fast_Scattering
ml confidence: 0.5295305252075195
--> HL
index         18821.000000
lnb_ratio         2.086394
lnb_signal   -46016.315889
lnb_noise    -46018.402283
snr_median        4.269294
snr_max           5.963092
Name: 18820, dtype: float64
--> L
lnb_ratio         1.938301
lnb_signal   -14127.031062
lnb_noise    -14128.969363
snr_median        4.638994
snr_max           6.687100
Name: 18820, dtype: float64
--> H
lnb_ratio        -0.071598
lnb_signal   -34570.301314
lnb_noise    -34570.229716
snr_median        1.206596
snr_max           3.024227
Name: 18820, dtype: float64
---------------
ml label: Blip
ml confidence: 0.9999562501907348
--> HL
index         17697.000000
lnb_ratio        -0.147628
lnb_signal   -45342.079418
lnb_noise    -45341.931791
snr_median        1.452406
snr_max           3.167711
Name: 17696, dtype: float64
--> L
lnb_ratio         3.716984
lnb_signal   -12140.403121
lnb_noise    -12144.120105
snr_median        3.844274
snr_max           5.810769
Name: 17696, dtype: float64
--> H
lnb_ratio        -0.082831
lnb_signal   -35860.628187
lnb_noise    -35860.545356
snr_median        0.979343
snr_max           2.697501
Name: 17696, dtype: float64
---------------
ml label: Blip_Low_Frequency
ml confidence: 0.7370548844337463
--> HL
index         16217.000000
lnb_ratio        -0.097691
lnb_signal   -46228.256531
lnb_noise    -46228.158840
snr_median        2.115760
snr_max           4.059219
Name: 16216, dtype: float64
--> L
lnb_ratio        27.598940
lnb_signal   -12682.043789
lnb_noise    -12709.642729
snr_median        7.522859
snr_max           9.356946
Name: 16216, dtype: float64
--> H
lnb_ratio         0.025629
lnb_signal   -34564.513428
lnb_noise    -34564.539057
snr_median        2.364999
snr_max           4.579264
Name: 16216, dtype: float64
---------------
ml label: Koi_Fish
ml confidence: 0.97260844707489
--> HL
index         19684.000000
lnb_ratio        -0.071088
lnb_signal   -47493.285380
lnb_noise    -47493.214292
snr_median        2.100545
snr_max           3.991362
Name: 19683, dtype: float64
--> L
lnb_ratio       568.497068
lnb_signal   -13690.055943
lnb_noise    -14258.553011
snr_median       32.594146
snr_max          34.641194
Name: 19683, dtype: float64
--> H
lnb_ratio        -0.030261
lnb_signal   -36814.052899
lnb_noise    -36814.022638
snr_median        1.686356
snr_max           3.650641
Name: 19683, dtype: float64
---------------
ml label: Fast_Scattering
ml confidence: 0.746517539024353
--> HL
index         19437.000000
lnb_ratio         1.101515
lnb_signal   -48390.562783
lnb_noise    -48391.664298
snr_median        4.383477
snr_max           6.508871
Name: 19436, dtype: float64
--> L
lnb_ratio         0.060337
lnb_signal   -12635.125390
lnb_noise    -12635.185727
snr_median        2.564675
snr_max           4.851629
Name: 19436, dtype: float64
--> H
lnb_ratio        -0.042924
lnb_signal   -36889.232521
lnb_noise    -36889.189598
snr_median        1.430672
snr_max           3.264687
Name: 19436, dtype: float64
---------------
ml label: Blip_Low_Frequency
ml confidence: 0.9988712668418884
--> HL
index         20118.000000
lnb_ratio        -0.124302
lnb_signal   -49312.467070
lnb_noise    -49312.342768
snr_median        1.699656
snr_max           3.441373
Name: 20117, dtype: float64
--> L
lnb_ratio        33.094661
lnb_signal   -14002.406677
lnb_noise    -14035.501338
snr_median        8.117111
snr_max          10.182163
Name: 20117, dtype: float64
--> H
lnb_ratio         0.058606
lnb_signal   -36865.125402
lnb_noise    -36865.184008
snr_median        1.756161
snr_max           3.498959
Name: 20117, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.5636042356491089
--> HL
index         16586.000000
lnb_ratio        -0.129572
lnb_signal   -47288.798052
lnb_noise    -47288.668480
snr_median        1.962097
snr_max           4.003007
Name: 16585, dtype: float64
--> L
lnb_ratio         0.239302
lnb_signal   -12175.210935
lnb_noise    -12175.450236
snr_median        3.493745
snr_max           5.727417
Name: 16585, dtype: float64
--> H
lnb_ratio        -0.105629
lnb_signal   -34628.393070
lnb_noise    -34628.287441
snr_median        1.219503
snr_max           3.235160
Name: 16585, dtype: float64
---------------
ml label: Fast_Scattering
ml confidence: 0.9955534338951112
--> HL
index         19405.000000
lnb_ratio         0.730292
lnb_signal   -50576.193776
lnb_noise    -50576.924068
snr_median        3.159146
snr_max           4.765453
Name: 19404, dtype: float64
--> L
lnb_ratio         1.155531
lnb_signal   -12364.731755
lnb_noise    -12365.887286
snr_median        4.240472
snr_max           6.176402
Name: 19404, dtype: float64
--> H
lnb_ratio        -0.048948
lnb_signal   -33857.279400
lnb_noise    -33857.230452
snr_median        1.839779
snr_max           4.012252
Name: 19404, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.9999895095825196
--> HL
index         18450.000000
lnb_ratio        -0.073010
lnb_signal   -47115.496582
lnb_noise    -47115.423571
snr_median        1.958674
snr_max           3.952784
Name: 18449, dtype: float64
--> L
lnb_ratio        84.340605
lnb_signal   -12739.770651
lnb_noise    -12824.111256
snr_median       12.287945
snr_max          14.709636
Name: 18449, dtype: float64
--> H
lnb_ratio         0.107457
lnb_signal   -38126.660240
lnb_noise    -38126.767697
snr_median        1.942627
snr_max           3.775793
Name: 18449, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.9999996423721312
--> HL
index         18452.000000
lnb_ratio         0.598690
lnb_signal   -45972.318282
lnb_noise    -45972.916972
snr_median        2.740898
snr_max           4.183202
Name: 18451, dtype: float64
--> L
lnb_ratio       448.494165
lnb_signal   -12753.251732
lnb_noise    -13201.745896
snr_median       26.495531
snr_max          30.939273
Name: 18451, dtype: float64
--> H
lnb_ratio        -0.022586
lnb_signal   -34508.633253
lnb_noise    -34508.610667
snr_median        1.872674
snr_max           3.820655
Name: 18451, dtype: float64
---------------
ml label: Fast_Scattering
ml confidence: 0.9960000514984132
--> HL
index         17039.000000
lnb_ratio        -0.027593
lnb_signal   -45532.478015
lnb_noise    -45532.450422
snr_median        1.816736
snr_max           3.466904
Name: 17038, dtype: float64
--> L
lnb_ratio         0.383866
lnb_signal   -17889.027658
lnb_noise    -17889.411524
snr_median        3.867961
snr_max           6.117189
Name: 17038, dtype: float64
--> H
lnb_ratio        -0.034271
lnb_signal   -33974.916663
lnb_noise    -33974.882392
snr_median        1.834250
snr_max           3.888962
Name: 17038, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.9999995231628418
--> HL
index           139.000000
lnb_ratio       383.877450
lnb_signal   -53907.721998
lnb_noise    -54291.599449
snr_median       25.030632
snr_max          29.087907
Name: 139, dtype: float64
--> L
lnb_ratio       391.957442
lnb_signal   -12869.027736
lnb_noise    -13260.985178
snr_median       24.472862
snr_max          29.028194
Name: 139, dtype: float64
--> H
lnb_ratio        -0.007178
lnb_signal   -41030.621449
lnb_noise    -41030.614271
snr_median        1.483625
snr_max           3.225132
Name: 139, dtype: float64
---------------
ml label: Blip_Low_Frequency
ml confidence: 0.9895137548446656
--> HL
index           642.000000
lnb_ratio        29.665809
lnb_signal   -52486.548814
lnb_noise    -52516.214623
snr_median        8.656798
snr_max          10.385277
Name: 642, dtype: float64
--> L
lnb_ratio        34.969779
lnb_signal   -12420.213542
lnb_noise    -12455.183321
snr_median        8.733748
snr_max          10.354492
Name: 642, dtype: float64
--> H
lnb_ratio        -0.063853
lnb_signal   -40061.095154
lnb_noise    -40061.031301
snr_median        1.550567
snr_max           3.563992
Name: 642, dtype: float64
---------------
ml label: Koi_Fish
ml confidence: 0.8732525706291199
--> HL
index           2138.000000
lnb_ratio       8499.318869
lnb_signal    -95787.058854
lnb_noise    -104286.377723
snr_median       126.442625
snr_max          130.838183
Name: 2138, dtype: float64
--> L
lnb_ratio      8509.232121
lnb_signal   -52584.255996
lnb_noise    -61093.488116
snr_median      127.993202
snr_max         130.829559
Name: 2138, dtype: float64
--> H
lnb_ratio        -0.037030
lnb_signal   -43192.926637
lnb_noise    -43192.889607
snr_median        1.697782
snr_max           3.818733
Name: 2138, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.9999986886978148
--> HL
index           871.000000
lnb_ratio       203.778089
lnb_signal   -51162.194436
lnb_noise    -51365.972524
snr_median       18.564850
snr_max          21.845620
Name: 871, dtype: float64
--> L
lnb_ratio       211.088398
lnb_signal   -12503.107187
lnb_noise    -12714.195585
snr_median       18.086714
snr_max          21.827472
Name: 871, dtype: float64
--> H
lnb_ratio         1.101127
lnb_signal   -38650.675812
lnb_noise    -38651.776940
snr_median        3.291731
snr_max           5.792132
Name: 871, dtype: float64
---------------
ml label: Extremely_Loud
ml confidence: 0.7941254377365112
--> HL
index          2706.000000
lnb_ratio      7597.939980
lnb_signal   -91043.900658
lnb_noise    -98641.840638
snr_median      119.414152
snr_max         123.752181
Name: 2706, dtype: float64
--> L
lnb_ratio      7618.770101
lnb_signal   -54695.281890
lnb_noise    -62314.051991
snr_median      121.917992
snr_max         123.842720
Name: 2706, dtype: float64
--> H
lnb_ratio        -0.044751
lnb_signal   -36327.833398
lnb_noise    -36327.788647
snr_median        1.534541
snr_max           3.481074
Name: 2706, dtype: float64
---------------
ml label: Tomte
ml confidence: 1.0
--> HL
index          1642.000000
lnb_ratio       271.916589
lnb_signal   -53337.859366
lnb_noise    -53609.775955
snr_median       21.251181
snr_max          24.876521
Name: 1642, dtype: float64
--> L
lnb_ratio       280.009690
lnb_signal   -13518.164177
lnb_noise    -13798.173867
snr_median       20.717514
snr_max          24.863668
Name: 1642, dtype: float64
--> H
lnb_ratio        -0.056263
lnb_signal   -39811.658352
lnb_noise    -39811.602089
snr_median        1.328259
snr_max           3.165618
Name: 1642, dtype: float64
---------------
ml label: Blip_Low_Frequency
ml confidence: 0.999865174293518
--> HL
index          2306.000000
lnb_ratio        10.759251
lnb_signal   -48571.143332
lnb_noise    -48581.902583
snr_median        5.982970
snr_max           7.694411
Name: 2306, dtype: float64
--> L
lnb_ratio        10.472565
lnb_signal   -12171.455775
lnb_noise    -12181.928340
snr_median        5.699447
snr_max           7.439550
Name: 2306, dtype: float64
--> H
lnb_ratio        -0.029194
lnb_signal   -36400.003436
lnb_noise    -36399.974243
snr_median        1.924446
snr_max           3.967088
Name: 2306, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.9999961853027344
--> HL
index           968.000000
lnb_ratio       506.125100
lnb_signal   -53848.661182
lnb_noise    -54354.786281
snr_median       29.084242
snr_max          33.016744
Name: 968, dtype: float64
--> L
lnb_ratio       512.010879
lnb_signal   -12470.956874
lnb_noise    -12982.967753
snr_median       28.342289
snr_max          32.946473
Name: 968, dtype: float64
--> H
lnb_ratio        -0.050428
lnb_signal   -41371.868956
lnb_noise    -41371.818528
snr_median        1.433734
snr_max           3.383250
Name: 968, dtype: float64
---------------
ml label: Blip
ml confidence: 0.6706573367118835
--> HL
index          4237.000000
lnb_ratio       537.316601
lnb_signal   -50204.299140
lnb_noise    -50741.615741
snr_median       31.023929
snr_max          34.029668
Name: 4237, dtype: float64
--> L
lnb_ratio       546.846715
lnb_signal   -16330.278887
lnb_noise    -16877.125603
snr_median       32.116606
snr_max          34.015485
Name: 4237, dtype: float64
--> H
lnb_ratio         0.021665
lnb_signal   -33864.468473
lnb_noise    -33864.490138
snr_median        1.837511
snr_max           3.838089
Name: 4237, dtype: float64
---------------
ml label: Koi_Fish
ml confidence: 0.4431199133396148
--> HL
index           3097.000000
lnb_ratio      69151.463703
lnb_signal   -150795.536172
lnb_noise    -219946.999875
snr_median       350.343586
snr_max          372.054787
Name: 3097, dtype: float64
--> L
lnb_ratio      69861.938638
lnb_signal   -104554.183965
lnb_noise    -174416.122603
snr_median       369.993003
snr_max          373.959361
Name: 3097, dtype: float64
--> H
lnb_ratio        -0.022337
lnb_signal   -45530.899609
lnb_noise    -45530.877272
snr_median        1.526571
snr_max           3.329413
Name: 3097, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.9998822212219238
--> HL
index          4489.000000
lnb_ratio        70.260568
lnb_signal   -53873.876264
lnb_noise    -53944.136832
snr_median       11.659843
snr_max          14.212923
Name: 4489, dtype: float64
--> L
lnb_ratio        77.492539
lnb_signal   -12839.416403
lnb_noise    -12916.908942
snr_median       11.699584
snr_max          14.208378
Name: 4489, dtype: float64
--> H
lnb_ratio         0.483033
lnb_signal   -41026.744857
lnb_noise    -41027.227890
snr_median        2.870949
snr_max           5.125124
Name: 4489, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.9999990463256836
--> HL
index          4615.000000
lnb_ratio       473.685289
lnb_signal   -49399.350267
lnb_noise    -49873.035556
snr_median       29.473820
snr_max          32.348728
Name: 4615, dtype: float64
--> L
lnb_ratio       487.203940
lnb_signal   -14125.512906
lnb_noise    -14612.716846
snr_median       30.402780
snr_max          32.493218
Name: 4615, dtype: float64
--> H
lnb_ratio        -0.080412
lnb_signal   -35260.399122
lnb_noise    -35260.318710
snr_median        1.116058
snr_max           2.938260
Name: 4615, dtype: float64
---------------
ml label: Blip_Low_Frequency
ml confidence: 0.9998968839645386
--> HL
index          2969.000000
lnb_ratio        29.354454
lnb_signal   -58581.928425
lnb_noise    -58611.282879
snr_median        8.769903
snr_max          10.483773
Name: 2969, dtype: float64
--> L
lnb_ratio        35.788169
lnb_signal   -12841.000982
lnb_noise    -12876.789151
snr_median        8.891104
snr_max          10.437854
Name: 2969, dtype: float64
--> H
lnb_ratio        -0.020624
lnb_signal   -45734.514352
lnb_noise    -45734.493728
snr_median        1.672032
snr_max           3.555693
Name: 2969, dtype: float64
---------------
ml label: Koi_Fish
ml confidence: 0.9974492192268372
--> HL
index           4134.000000
lnb_ratio      46128.954915
lnb_signal    -89844.559637
lnb_noise    -135973.514552
snr_median       303.130739
snr_max          304.034920
Name: 4134, dtype: float64
--> L
lnb_ratio      46515.319396
lnb_signal    -53492.784302
lnb_noise    -100008.103698
snr_median       303.057280
snr_max          305.212221
Name: 4134, dtype: float64
--> H
lnb_ratio        -0.060715
lnb_signal   -35965.471569
lnb_noise    -35965.410855
snr_median        1.233752
snr_max           3.131459
Name: 4134, dtype: float64
---------------
ml label: Blip_Low_Frequency
ml confidence: 0.8171204328536987
--> HL
index          4850.000000
lnb_ratio       115.218507
lnb_signal   -53394.111077
lnb_noise    -53509.329584
snr_median       14.467180
snr_max          16.989995
Name: 4850, dtype: float64
--> L
lnb_ratio       120.461953
lnb_signal   -12397.047007
lnb_noise    -12517.508960
snr_median       15.040750
snr_max          16.909085
Name: 4850, dtype: float64
--> H
lnb_ratio        -0.014873
lnb_signal   -40991.835496
lnb_noise    -40991.820623
snr_median        1.709494
snr_max           3.654002
Name: 4850, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.996620774269104
--> HL
index          3627.000000
lnb_ratio        14.787588
lnb_signal   -54318.876998
lnb_noise    -54333.664586
snr_median        6.878275
snr_max           8.553643
Name: 3627, dtype: float64
--> L
lnb_ratio        19.099907
lnb_signal   -12274.527433
lnb_noise    -12293.627341
snr_median        6.982152
snr_max           8.554192
Name: 3627, dtype: float64
--> H
lnb_ratio        -0.094997
lnb_signal   -42040.132242
lnb_noise    -42040.037245
snr_median        1.327713
snr_max           3.399296
Name: 3627, dtype: float64
---------------
ml label: Koi_Fish
ml confidence: 0.715844452381134
--> HL
index          5449.000000
lnb_ratio       633.239447
lnb_signal   -56851.207796
lnb_noise    -57484.447243
snr_median       33.301946
snr_max          36.716054
Name: 5449, dtype: float64
--> L
lnb_ratio       640.398688
lnb_signal   -17075.961242
lnb_noise    -17716.359931
snr_median       34.342092
snr_max          36.687172
Name: 5449, dtype: float64
--> H
lnb_ratio        -0.047758
lnb_signal   -39768.135070
lnb_noise    -39768.087312
snr_median        1.474033
snr_max           3.441465
Name: 5449, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.9922077059745787
--> HL
index          4176.000000
lnb_ratio        48.579018
lnb_signal   -48825.306790
lnb_noise    -48873.885808
snr_median       10.178235
snr_max          12.822299
Name: 4176, dtype: float64
--> L
lnb_ratio        56.545211
lnb_signal   -12551.114283
lnb_noise    -12607.659494
snr_median       10.806557
snr_max          13.325272
Name: 4176, dtype: float64
--> H
lnb_ratio        -0.003612
lnb_signal   -36266.229926
lnb_noise    -36266.226314
snr_median        1.534672
snr_max           3.401150
Name: 4176, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.999750554561615
--> HL
index          4214.000000
lnb_ratio      2267.810762
lnb_signal   -51312.058464
lnb_noise    -53579.869226
snr_median       60.525958
snr_max          68.083161
Name: 4214, dtype: float64
--> L
lnb_ratio      2277.939916
lnb_signal   -15214.303362
lnb_noise    -17492.243278
snr_median       60.550094
snr_max          68.084430
Name: 4214, dtype: float64
--> H
lnb_ratio        -0.065874
lnb_signal   -36087.691822
lnb_noise    -36087.625948
snr_median        1.204026
snr_max           2.928956
Name: 4214, dtype: float64
---------------
ml label: Blip_Low_Frequency
ml confidence: 0.9986786246299744
--> HL
index          5089.000000
lnb_ratio         5.081480
lnb_signal   -47495.125353
lnb_noise    -47500.206833
snr_median        5.471948
snr_max           7.232901
Name: 5089, dtype: float64
--> L
lnb_ratio         9.840878
lnb_signal   -12095.592463
lnb_noise    -12105.433341
snr_median        5.498446
snr_max           7.130369
Name: 5089, dtype: float64
--> H
lnb_ratio         0.019857
lnb_signal   -35394.753635
lnb_noise    -35394.773492
snr_median        1.610995
snr_max           3.517795
Name: 5089, dtype: float64
---------------
ml label: Blip
ml confidence: 0.8585071563720703
--> HL
index          5193.000000
lnb_ratio         7.066470
lnb_signal   -51386.252258
lnb_noise    -51393.318728
snr_median        5.910046
snr_max           7.557638
Name: 5193, dtype: float64
--> L
lnb_ratio        11.002328
lnb_signal   -12368.573411
lnb_noise    -12379.575739
snr_median        6.277594
snr_max           7.672844
Name: 5193, dtype: float64
--> H
lnb_ratio        -0.018044
lnb_signal   -39013.761034
lnb_noise    -39013.742990
snr_median        1.771414
snr_max           3.912106
Name: 5193, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.9999998807907104
--> HL
index          3555.000000
lnb_ratio       107.398434
lnb_signal   -53481.459007
lnb_noise    -53588.857441
snr_median       13.947607
snr_max          16.718999
Name: 3555, dtype: float64
--> L
lnb_ratio       115.500646
lnb_signal   -12630.549519
lnb_noise    -12746.050165
snr_median       13.843504
snr_max          16.715236
Name: 3555, dtype: float64
--> H
lnb_ratio        -0.039683
lnb_signal   -40842.846959
lnb_noise    -40842.807276
snr_median        1.456378
snr_max           3.314736
Name: 3555, dtype: float64
---------------
ml label: Koi_Fish
ml confidence: 0.998874843120575
--> HL
index          6939.000000
lnb_ratio       233.577919
lnb_signal   -55596.096620
lnb_noise    -55829.674538
snr_median       21.694512
snr_max          23.452514
Name: 6939, dtype: float64
--> L
lnb_ratio       240.188062
lnb_signal   -13131.560540
lnb_noise    -13371.748602
snr_median       22.174420
snr_max          23.407740
Name: 6939, dtype: float64
--> H
lnb_ratio        -0.091943
lnb_signal   -42458.017879
lnb_noise    -42457.925936
snr_median        1.115846
snr_max           2.895286
Name: 6939, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.9999982118606568
--> HL
index          6979.000000
lnb_ratio       404.971126
lnb_signal   -49307.854679
lnb_noise    -49712.825805
snr_median       25.504595
snr_max          29.786104
Name: 6979, dtype: float64
--> L
lnb_ratio       411.279987
lnb_signal   -13344.055831
lnb_noise    -13755.335819
snr_median       24.771558
snr_max          29.733345
Name: 6979, dtype: float64
--> H
lnb_ratio        -0.025612
lnb_signal   -35957.515598
lnb_noise    -35957.489986
snr_median        1.714932
snr_max           3.742753
Name: 6979, dtype: float64
---------------
ml label: Blip_Low_Frequency
ml confidence: 0.999487280845642
--> HL
index          7601.000000
lnb_ratio        45.634393
lnb_signal   -47765.255498
lnb_noise    -47810.889891
snr_median        9.928496
snr_max          12.013787
Name: 7601, dtype: float64
--> L
lnb_ratio        52.888476
lnb_signal   -12264.004449
lnb_noise    -12316.892925
snr_median        9.820297
snr_max          12.004896
Name: 7601, dtype: float64
--> H
lnb_ratio        -0.033551
lnb_signal   -35494.030517
lnb_noise    -35493.996966
snr_median        1.683984
snr_max           3.686765
Name: 7601, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.9999866485595704
--> HL
index          7387.000000
lnb_ratio       193.027378
lnb_signal   -51951.583067
lnb_noise    -52144.610445
snr_median       18.153124
snr_max          21.312141
Name: 7387, dtype: float64
--> L
lnb_ratio       199.242747
lnb_signal   -12725.615536
lnb_noise    -12924.858283
snr_median       17.780693
snr_max          21.279478
Name: 7387, dtype: float64
--> H
lnb_ratio        -0.012631
lnb_signal   -39219.764793
lnb_noise    -39219.752162
snr_median        1.748473
snr_max           3.660690
Name: 7387, dtype: float64
---------------
ml label: Extremely_Loud
ml confidence: 0.9847986102104188
--> HL
index           7887.000000
lnb_ratio      81792.118795
lnb_signal   -156408.855823
lnb_noise    -238200.974617
snr_median       400.019418
snr_max          404.981444
Name: 7887, dtype: float64
--> L
lnb_ratio      90201.268832
lnb_signal   -111347.886103
lnb_noise    -201549.154935
snr_median       374.517671
snr_max          424.875963
Name: 7887, dtype: float64
--> H
lnb_ratio         0.053805
lnb_signal   -36651.765877
lnb_noise    -36651.819682
snr_median        2.204118
snr_max           4.327515
Name: 7887, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.9999953508377076
--> HL
index          6298.000000
lnb_ratio        95.106926
lnb_signal   -48914.113878
lnb_noise    -49009.220803
snr_median       13.244527
snr_max          15.838947
Name: 6298, dtype: float64
--> L
lnb_ratio       101.719332
lnb_signal   -12044.095689
lnb_noise    -12145.815021
snr_median       13.680926
snr_max          15.786155
Name: 6298, dtype: float64
--> H
lnb_ratio        -0.078539
lnb_signal   -36863.484321
lnb_noise    -36863.405782
snr_median        1.002288
snr_max           2.663590
Name: 6298, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.9932916164398192
--> HL
index          7199.000000
lnb_ratio       182.762538
lnb_signal   -52791.469961
lnb_noise    -52974.232499
snr_median       17.812316
snr_max          20.722698
Name: 7199, dtype: float64
--> L
lnb_ratio       190.384811
lnb_signal   -12597.739586
lnb_noise    -12788.124397
snr_median       17.289636
snr_max          20.683863
Name: 7199, dtype: float64
--> H
lnb_ratio        -0.085880
lnb_signal   -40186.193983
lnb_noise    -40186.108103
snr_median        1.562683
snr_max           3.606511
Name: 7199, dtype: float64
---------------
ml label: Extremely_Loud
ml confidence: 0.9989860653877258
--> HL
index         8.123000e+03
lnb_ratio     2.268586e+05
lnb_signal   -1.472062e+06
lnb_noise    -1.698921e+06
snr_median    6.665628e+02
snr_max       6.737115e+02
Name: 8123, dtype: float64
--> L
lnb_ratio     2.852214e+05
lnb_signal   -1.376690e+06
lnb_noise    -1.661911e+06
snr_median    7.506345e+02
snr_max       7.557781e+02
Name: 8123, dtype: float64
--> H
lnb_ratio        -0.026524
lnb_signal   -37009.365609
lnb_noise    -37009.339086
snr_median        1.523587
snr_max           3.431461
Name: 8123, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.9999990463256836
--> HL
index          6097.000000
lnb_ratio        73.757752
lnb_signal   -48779.989429
lnb_noise    -48853.747181
snr_median       12.027453
snr_max          14.523416
Name: 6097, dtype: float64
--> L
lnb_ratio        79.555495
lnb_signal   -13044.311118
lnb_noise    -13123.866614
snr_median       12.209139
snr_max          14.534461
Name: 6097, dtype: float64
--> H
lnb_ratio         0.032816
lnb_signal   -35729.847751
lnb_noise    -35729.880568
snr_median        2.530862
snr_max           4.682237
Name: 6097, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.9999830722808838
--> HL
index          7129.000000
lnb_ratio       610.118550
lnb_signal   -51336.756962
lnb_noise    -51946.875513
snr_median       31.200995
snr_max          36.116553
Name: 7129, dtype: float64
--> L
lnb_ratio       619.472420
lnb_signal   -12215.729226
lnb_noise    -12835.201646
snr_median       30.364629
snr_max          36.116769
Name: 7129, dtype: float64
--> H
lnb_ratio        -0.040925
lnb_signal   -39111.714791
lnb_noise    -39111.673867
snr_median        1.477040
snr_max           3.481138
Name: 7129, dtype: float64
---------------
ml label: Extremely_Loud
ml confidence: 0.8720869421958923
--> HL
index         5.607000e+03
lnb_ratio     3.630540e+05
lnb_signal   -1.029551e+06
lnb_noise    -1.392605e+06
snr_median    8.312329e+02
snr_max       8.525497e+02
Name: 5607, dtype: float64
--> L
lnb_ratio     4.223639e+05
lnb_signal   -9.307162e+05
lnb_noise    -1.353080e+06
snr_median    7.488986e+02
snr_max       9.191510e+02
Name: 5607, dtype: float64
--> H
lnb_ratio        -0.089308
lnb_signal   -39525.327204
lnb_noise    -39525.237895
snr_median        1.375006
snr_max           3.324366
Name: 5607, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.9999483823776244
--> HL
index          7270.000000
lnb_ratio       230.218039
lnb_signal   -48809.982486
lnb_noise    -49040.200525
snr_median       19.453077
snr_max          23.033647
Name: 7270, dtype: float64
--> L
lnb_ratio       237.482727
lnb_signal   -12347.532216
lnb_noise    -12585.014943
snr_median       18.528396
snr_max          23.007871
Name: 7270, dtype: float64
--> H
lnb_ratio        -0.043537
lnb_signal   -36455.229119
lnb_noise    -36455.185582
snr_median        1.363298
snr_max           3.160124
Name: 7270, dtype: float64
---------------
ml label: Blip_Low_Frequency
ml confidence: 0.9897181987762452
--> HL
index          7996.000000
lnb_ratio        17.383412
lnb_signal   -53724.830579
lnb_noise    -53742.213991
snr_median        7.216745
snr_max           9.086485
Name: 7996, dtype: float64
--> L
lnb_ratio        21.931299
lnb_signal   -12802.626601
lnb_noise    -12824.557899
snr_median        7.108216
snr_max           9.018541
Name: 7996, dtype: float64
--> H
lnb_ratio        -0.039028
lnb_signal   -40917.695120
lnb_noise    -40917.656092
snr_median        1.600495
snr_max           3.575495
Name: 7996, dtype: float64
---------------
ml label: Paired_Doves
ml confidence: 0.479621022939682
--> HL
index          7057.000000
lnb_ratio       689.629798
lnb_signal   -51570.404020
lnb_noise    -52260.033818
snr_median       34.642319
snr_max          38.605489
Name: 7057, dtype: float64
--> L
lnb_ratio       744.591074
lnb_signal   -12892.317973
lnb_noise    -13636.909047
snr_median       36.402164
snr_max          39.856911
Name: 7057, dtype: float64
--> H
lnb_ratio        -0.102699
lnb_signal   -38623.227471
lnb_noise    -38623.124771
snr_median        1.452550
snr_max           3.576468
Name: 7057, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.9999804496765136
--> HL
index          8273.000000
lnb_ratio        32.151593
lnb_signal   -49157.799625
lnb_noise    -49189.951218
snr_median        8.930040
snr_max          10.861748
Name: 8273, dtype: float64
--> L
lnb_ratio        37.403888
lnb_signal   -13163.538230
lnb_noise    -13200.942118
snr_median        8.886078
snr_max          10.810447
Name: 8273, dtype: float64
--> H
lnb_ratio        -0.086213
lnb_signal   -35989.095313
lnb_noise    -35989.009100
snr_median        1.791528
snr_max           4.025320
Name: 8273, dtype: float64
---------------
ml label: Blip
ml confidence: 0.9999985694885254
--> HL
index          9791.000000
lnb_ratio        25.647516
lnb_signal   -59523.206701
lnb_noise    -59548.854217
snr_median        7.774940
snr_max          10.003504
Name: 9791, dtype: float64
--> L
lnb_ratio        30.485637
lnb_signal   -21441.828467
lnb_noise    -21472.314104
snr_median        7.495927
snr_max           9.916579
Name: 9791, dtype: float64
--> H
lnb_ratio        -0.043082
lnb_signal   -38076.583194
lnb_noise    -38076.540113
snr_median        2.505554
snr_max           4.889583
Name: 9791, dtype: float64
---------------
ml label: Blip_Low_Frequency
ml confidence: 0.6407168507575989
--> HL
index          9741.000000
lnb_ratio        12.217866
lnb_signal   -52913.781030
lnb_noise    -52925.998895
snr_median        6.504798
snr_max           8.153807
Name: 9741, dtype: float64
--> L
lnb_ratio        18.323009
lnb_signal   -14233.923635
lnb_noise    -14252.246644
snr_median        6.073834
snr_max           8.106290
Name: 9741, dtype: float64
--> H
lnb_ratio        -0.108443
lnb_signal   -38673.860694
lnb_noise    -38673.752252
snr_median        1.072460
snr_max           2.953768
Name: 9741, dtype: float64
---------------
ml label: Blip_Low_Frequency
ml confidence: 0.8878850936889648
--> HL
index          8713.000000
lnb_ratio       412.618112
lnb_signal   -56093.760272
lnb_noise    -56506.378384
snr_median       26.681312
snr_max          30.199556
Name: 8713, dtype: float64
--> L
lnb_ratio       419.849115
lnb_signal   -16480.932685
lnb_noise    -16900.781801
snr_median       27.337778
snr_max          30.175033
Name: 8713, dtype: float64
--> H
lnb_ratio        -0.132031
lnb_signal   -39605.728614
lnb_noise    -39605.596583
snr_median        1.259574
snr_max           3.443978
Name: 8713, dtype: float64
---------------
ml label: Tomte
ml confidence: 1.0
--> HL
index          9755.000000
lnb_ratio       496.473277
lnb_signal   -50424.273023
lnb_noise    -50920.746300
snr_median       29.139049
snr_max          32.699310
Name: 9755, dtype: float64
--> L
lnb_ratio       502.751842
lnb_signal   -13241.237873
lnb_noise    -13743.989715
snr_median       28.798394
snr_max          32.635907
Name: 9755, dtype: float64
--> H
lnb_ratio         0.098725
lnb_signal   -37176.657859
lnb_noise    -37176.756585
snr_median        1.983758
snr_max           4.210450
Name: 9755, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.9999998807907104
--> HL
index         10114.000000
lnb_ratio       116.791715
lnb_signal   -47494.230216
lnb_noise    -47611.021931
snr_median       14.777224
snr_max          17.281175
Name: 10114, dtype: float64
--> L
lnb_ratio       124.181811
lnb_signal   -12480.511217
lnb_noise    -12604.693027
snr_median       14.515138
snr_max          17.253209
Name: 10114, dtype: float64
--> H
lnb_ratio        -0.090163
lnb_signal   -35006.419066
lnb_noise    -35006.328903
snr_median        1.927557
snr_max           4.235629
Name: 10114, dtype: float64
---------------
ml label: Blip_Low_Frequency
ml confidence: 0.98969966173172
--> HL
index         10864.000000
lnb_ratio         9.985534
lnb_signal   -50236.945824
lnb_noise    -50246.931358
snr_median        6.057851
snr_max           7.597982
Name: 10864, dtype: float64
--> L
lnb_ratio        12.684074
lnb_signal   -12778.429529
lnb_noise    -12791.113603
snr_median        5.990386
snr_max           7.431988
Name: 10864, dtype: float64
--> H
lnb_ratio        -0.022430
lnb_signal   -37455.840185
lnb_noise    -37455.817755
snr_median        1.405622
snr_max           3.102419
Name: 10864, dtype: float64
---------------
ml label: Blip_Low_Frequency
ml confidence: 0.9954600930213928
--> HL
index         10667.000000
lnb_ratio        18.955590
lnb_signal   -46558.347890
lnb_noise    -46577.303481
snr_median        7.254108
snr_max           8.966327
Name: 10667, dtype: float64
--> L
lnb_ratio        21.283173
lnb_signal   -12498.662369
lnb_noise    -12519.945543
snr_median        6.829293
snr_max           8.581809
Name: 10667, dtype: float64
--> H
lnb_ratio        -0.066242
lnb_signal   -34057.424180
lnb_noise    -34057.357938
snr_median        1.257744
snr_max           3.056124
Name: 10667, dtype: float64
---------------
ml label: Repeating_Blips
ml confidence: 0.855970561504364
--> HL
index          9951.000000
lnb_ratio        41.952855
lnb_signal   -50741.493738
lnb_noise    -50783.446593
snr_median        9.516336
snr_max          12.056573
Name: 9951, dtype: float64
--> L
lnb_ratio        48.188127
lnb_signal   -12869.383134
lnb_noise    -12917.571262
snr_median        9.752172
snr_max          12.076373
Name: 9951, dtype: float64
--> H
lnb_ratio        -0.056226
lnb_signal   -37865.931557
lnb_noise    -37865.875332
snr_median        1.571358
snr_max           3.571381
Name: 9951, dtype: float64
---------------
ml label: Extremely_Loud
ml confidence: 0.999972939491272
--> HL
index         1.039200e+04
lnb_ratio     1.978668e+06
lnb_signal   -1.110729e+07
lnb_noise    -1.308595e+07
snr_median    1.986405e+03
snr_max       1.989439e+03
Name: 10392, dtype: float64
--> L
lnb_ratio     2.437150e+06
lnb_signal   -1.061085e+07
lnb_noise    -1.304800e+07
snr_median    1.849423e+03
snr_max       2.207806e+03
Name: 10392, dtype: float64
--> H
lnb_ratio        -0.024964
lnb_signal   -37950.933168
lnb_noise    -37950.908204
snr_median        1.661228
snr_max           3.613680
Name: 10392, dtype: float64
---------------
ml label: Blip_Low_Frequency
ml confidence: 0.9864770174026488
--> HL
index          9975.000000
lnb_ratio        73.279238
lnb_signal   -47703.854547
lnb_noise    -47777.133784
snr_median       12.110840
snr_max          14.319450
Name: 9975, dtype: float64
--> L
lnb_ratio        80.844547
lnb_signal   -13258.760856
lnb_noise    -13339.605402
snr_median       12.239048
snr_max          14.325466
Name: 9975, dtype: float64
--> H
lnb_ratio        -0.132616
lnb_signal   -34437.660999
lnb_noise    -34437.528382
snr_median        0.951562
snr_max           2.807203
Name: 9975, dtype: float64
---------------
ml label: Blip_Low_Frequency
ml confidence: 0.9971421360969543
--> HL
index         10084.000000
lnb_ratio        14.824542
lnb_signal   -51541.349223
lnb_noise    -51556.173765
snr_median        6.233615
snr_max           8.179303
Name: 10084, dtype: float64
--> L
lnb_ratio        14.645677
lnb_signal   -12799.504101
lnb_noise    -12814.149777
snr_median        5.951816
snr_max           7.783063
Name: 10084, dtype: float64
--> H
lnb_ratio         0.008853
lnb_signal   -38742.015135
lnb_noise    -38742.023988
snr_median        2.148038
snr_max           4.180035
Name: 10084, dtype: float64
---------------
ml label: Koi_Fish
ml confidence: 0.9694629907608032
--> HL
index          11043.000000
lnb_ratio      45821.156719
lnb_signal    -94130.454266
lnb_noise    -139951.610985
snr_median       300.073522
snr_max          302.963950
Name: 11043, dtype: float64
--> L
lnb_ratio      46729.232849
lnb_signal    -55558.531480
lnb_noise    -102287.764329
snr_median       304.995917
snr_max          305.943296
Name: 11043, dtype: float64
--> H
lnb_ratio        -0.028432
lnb_signal   -37663.875088
lnb_noise    -37663.846656
snr_median        1.534220
snr_max           3.482969
Name: 11043, dtype: float64
---------------
ml label: Blip_Low_Frequency
ml confidence: 0.9980189800262452
--> HL
index         11150.000000
lnb_ratio        24.281219
lnb_signal   -47286.837956
lnb_noise    -47311.119175
snr_median        8.002728
snr_max           9.547551
Name: 11150, dtype: float64
--> L
lnb_ratio        27.505868
lnb_signal   -14159.412738
lnb_noise    -14186.918606
snr_median        7.815381
snr_max           9.406679
Name: 11150, dtype: float64
--> H
lnb_ratio         0.013259
lnb_signal   -33124.187310
lnb_noise    -33124.200569
snr_median        1.816378
snr_max           3.745257
Name: 11150, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.9999982118606568
--> HL
index         11172.000000
lnb_ratio       411.011522
lnb_signal   -50920.412070
lnb_noise    -51331.423592
snr_median       25.655697
snr_max          29.989093
Name: 11172, dtype: float64
--> L
lnb_ratio       417.802273
lnb_signal   -13606.571676
lnb_noise    -14024.373950
snr_median       25.199088
snr_max          29.939432
Name: 11172, dtype: float64
--> H
lnb_ratio        -0.056933
lnb_signal   -37307.106576
lnb_noise    -37307.049643
snr_median        1.308824
snr_max           3.174425
Name: 11172, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.9999991655349731
--> HL
index         12505.000000
lnb_ratio       247.570626
lnb_signal   -54186.064405
lnb_noise    -54433.635031
snr_median       20.355577
snr_max          23.792016
Name: 12505, dtype: float64
--> L
lnb_ratio       254.528957
lnb_signal   -12305.496897
lnb_noise    -12560.025854
snr_median       19.562997
snr_max          23.766080
Name: 12505, dtype: float64
--> H
lnb_ratio         0.032525
lnb_signal   -41873.576652
lnb_noise    -41873.609177
snr_median        1.898390
snr_max           3.965302
Name: 12505, dtype: float64
---------------
ml label: Low_Frequency_Burst
ml confidence: 0.4673889875411987
--> HL
index         13369.000000
lnb_ratio        -0.104584
lnb_signal   -47825.407294
lnb_noise    -47825.302709
snr_median        2.250244
snr_max           4.389710
Name: 13369, dtype: float64
--> L
lnb_ratio        -0.112190
lnb_signal   -12325.518030
lnb_noise    -12325.405839
snr_median        1.822915
snr_max           3.956946
Name: 13369, dtype: float64
--> H
lnb_ratio        -0.023774
lnb_signal   -35499.920645
lnb_noise    -35499.896870
snr_median        1.299896
snr_max           2.994548
Name: 13369, dtype: float64
---------------
ml label: Blip_Low_Frequency
ml confidence: 0.9999419450759888
--> HL
index         13242.000000
lnb_ratio        21.724933
lnb_signal   -49685.638654
lnb_noise    -49707.363587
snr_median        7.849257
snr_max           9.504385
Name: 13242, dtype: float64
--> L
lnb_ratio        26.074866
lnb_signal   -13355.118247
lnb_noise    -13381.193114
snr_median        7.454946
snr_max           9.410557
Name: 13242, dtype: float64
--> H
lnb_ratio        -0.032645
lnb_signal   -36326.203118
lnb_noise    -36326.170473
snr_median        1.750206
snr_max           3.664603
Name: 13242, dtype: float64
---------------
ml label: Blip_Low_Frequency
ml confidence: 0.9999862909317015
--> HL
index         13238.000000
lnb_ratio        22.710053
lnb_signal   -50230.312589
lnb_noise    -50253.022642
snr_median        7.914185
snr_max           9.700882
Name: 13238, dtype: float64
--> L
lnb_ratio        28.685911
lnb_signal   -14134.110403
lnb_noise    -14162.796314
snr_median        8.207461
snr_max           9.687845
Name: 13238, dtype: float64
--> H
lnb_ratio         0.006377
lnb_signal   -36090.219951
lnb_noise    -36090.226328
snr_median        1.651450
snr_max           3.415357
Name: 13238, dtype: float64
---------------
ml label: Blip_Low_Frequency
ml confidence: 0.8008808493614197
--> HL
index         13313.000000
lnb_ratio         9.294953
lnb_signal   -49563.900052
lnb_noise    -49573.195006
snr_median        5.786997
snr_max           7.299475
Name: 13313, dtype: float64
--> L
lnb_ratio        12.116276
lnb_signal   -14617.012461
lnb_noise    -14629.128736
snr_median        5.891039
snr_max           7.615278
Name: 13313, dtype: float64
--> H
lnb_ratio        -0.024737
lnb_signal   -34944.091006
lnb_noise    -34944.066269
snr_median        1.401097
snr_max           3.160798
Name: 13313, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.9996358156204224
--> HL
index         12110.000000
lnb_ratio        30.149105
lnb_signal   -49416.908969
lnb_noise    -49447.058074
snr_median        9.115311
snr_max          11.126031
Name: 12110, dtype: float64
--> L
lnb_ratio        38.613263
lnb_signal   -12173.068466
lnb_noise    -12211.681729
snr_median        9.504189
snr_max          11.354993
Name: 12110, dtype: float64
--> H
lnb_ratio         0.017570
lnb_signal   -37235.358775
lnb_noise    -37235.376345
snr_median        2.036075
snr_max           3.969130
Name: 12110, dtype: float64
---------------
ml label: Extremely_Loud
ml confidence: 0.9999639987945556
--> HL
index         1.319900e+04
lnb_ratio     5.626595e+05
lnb_signal   -1.714939e+06
lnb_noise    -2.277598e+06
snr_median    1.060191e+03
snr_max       1.060965e+03
Name: 13199, dtype: float64
--> L
lnb_ratio     5.959650e+05
lnb_signal   -1.646051e+06
lnb_noise    -2.242016e+06
snr_median    1.088493e+03
snr_max       1.091983e+03
Name: 13199, dtype: float64
--> H
lnb_ratio        -0.072384
lnb_signal   -35582.604208
lnb_noise    -35582.531824
snr_median        1.526996
snr_max           3.581614
Name: 13199, dtype: float64
---------------
ml label: Extremely_Loud
ml confidence: 0.5958847403526306
--> HL
index         13051.000000
lnb_ratio      1698.633289
lnb_signal   -55898.712051
lnb_noise    -57597.345340
snr_median       54.483170
snr_max          59.283919
Name: 13051, dtype: float64
--> L
lnb_ratio      1738.655524
lnb_signal   -16142.948612
lnb_noise    -17881.604136
snr_median       56.333546
snr_max          59.814949
Name: 13051, dtype: float64
--> H
lnb_ratio         0.001735
lnb_signal   -39715.739469
lnb_noise    -39715.741204
snr_median        1.852746
snr_max           3.799696
Name: 13051, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.9999942779541016
--> HL
index         14828.000000
lnb_ratio       228.595110
lnb_signal   -48554.392784
lnb_noise    -48782.987894
snr_median       19.896629
snr_max          23.117949
Name: 14828, dtype: float64
--> L
lnb_ratio       237.740556
lnb_signal   -12627.366462
lnb_noise    -12865.107018
snr_median       18.983440
snr_max          23.100871
Name: 14828, dtype: float64
--> H
lnb_ratio        -0.065447
lnb_signal   -35917.946323
lnb_noise    -35917.880876
snr_median        1.392404
snr_max           3.221080
Name: 14828, dtype: float64
---------------
ml label: Koi_Fish
ml confidence: 0.999057948589325
--> HL
index         14431.000000
lnb_ratio      4112.667634
lnb_signal   -64502.852089
lnb_noise    -68615.519723
snr_median       87.186847
snr_max          91.285709
Name: 14431, dtype: float64
--> L
lnb_ratio      4122.349312
lnb_signal   -25914.110687
lnb_noise    -30036.459999
snr_median       88.745346
snr_max          91.283453
Name: 14431, dtype: float64
--> H
lnb_ratio        -0.048353
lnb_signal   -38579.108077
lnb_noise    -38579.059724
snr_median        1.888255
snr_max           4.143841
Name: 14431, dtype: float64
---------------
ml label: Koi_Fish
ml confidence: 0.4718425869941711
--> HL
index          15205.000000
lnb_ratio     117330.892322
lnb_signal   -187457.427008
lnb_noise    -304788.319330
snr_median       465.264519
snr_max          484.596387
Name: 15205, dtype: float64
--> L
lnb_ratio     140292.753124
lnb_signal   -132473.477897
lnb_noise    -272766.231021
snr_median       529.534670
snr_max          530.578847
Name: 15205, dtype: float64
--> H
lnb_ratio        -0.006002
lnb_signal   -32022.094312
lnb_noise    -32022.088309
snr_median        1.466801
snr_max           3.228058
Name: 15205, dtype: float64
---------------
ml label: Blip_Low_Frequency
ml confidence: 0.99820077419281
--> HL
index         14705.000000
lnb_ratio         9.118364
lnb_signal   -44584.633142
lnb_noise    -44593.751506
snr_median        6.090210
snr_max           7.536669
Name: 14705, dtype: float64
--> L
lnb_ratio        14.419476
lnb_signal   -12366.305950
lnb_noise    -12380.725426
snr_median        5.740158
snr_max           7.524743
Name: 14705, dtype: float64
--> H
lnb_ratio         0.084575
lnb_signal   -32212.941506
lnb_noise    -32213.026081
snr_median        2.181905
snr_max           4.234337
Name: 14705, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.6872548460960388
--> HL
index         14663.000000
lnb_ratio      2640.565556
lnb_signal   -46665.364972
lnb_noise    -49305.930528
snr_median       67.419366
snr_max          73.390436
Name: 14663, dtype: float64
--> L
lnb_ratio      2649.195540
lnb_signal   -14370.602517
lnb_noise    -17019.798057
snr_median       66.155088
snr_max          73.358796
Name: 14663, dtype: float64
--> H
lnb_ratio         0.071442
lnb_signal   -32286.061029
lnb_noise    -32286.132471
snr_median        2.120004
snr_max           4.039859
Name: 14663, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.9986503720283508
--> HL
index         15188.000000
lnb_ratio        36.520508
lnb_signal   -49109.019838
lnb_noise    -49145.540345
snr_median        8.885284
snr_max          11.131149
Name: 15188, dtype: float64
--> L
lnb_ratio        41.203998
lnb_signal   -15814.331895
lnb_noise    -15855.535893
snr_median        8.582480
snr_max          11.005186
Name: 15188, dtype: float64
--> H
lnb_ratio         0.029501
lnb_signal   -33289.974951
lnb_noise    -33290.004452
snr_median        1.566004
snr_max           3.244136
Name: 15188, dtype: float64
---------------
ml label: Koi_Fish
ml confidence: 0.9988251328468324
--> HL
index         15277.000000
lnb_ratio      2372.871386
lnb_signal   -49547.612496
lnb_noise    -51920.483882
snr_median       65.333109
snr_max          69.801128
Name: 15277, dtype: float64
--> L
lnb_ratio      2423.385093
lnb_signal   -15926.242161
lnb_noise    -18349.627254
snr_median       67.479674
snr_max          70.411396
Name: 15277, dtype: float64
--> H
lnb_ratio         0.063250
lnb_signal   -33570.793378
lnb_noise    -33570.856628
snr_median        2.026663
snr_max           4.081223
Name: 15277, dtype: float64
---------------
ml label: Fast_Scattering
ml confidence: 0.9999998807907104
--> HL
index         16192.000000
lnb_ratio        22.206167
lnb_signal   -45751.579587
lnb_noise    -45773.785754
snr_median        7.884954
snr_max          10.122737
Name: 16191, dtype: float64
--> L
lnb_ratio         4.841217
lnb_signal   -13137.760334
lnb_noise    -13142.601552
snr_median        5.142560
snr_max           6.961986
Name: 16191, dtype: float64
--> H
lnb_ratio        -0.081190
lnb_signal   -40168.090439
lnb_noise    -40168.009249
snr_median        1.140766
snr_max           2.842758
Name: 16191, dtype: float64
---------------
ml label: Blip
ml confidence: 0.9383809566497804
--> HL
index         14271.000000
lnb_ratio         0.871192
lnb_signal   -46982.391775
lnb_noise    -46983.262967
snr_median        4.276469
snr_max           6.277598
Name: 14271, dtype: float64
--> L
lnb_ratio         3.492719
lnb_signal   -13984.338768
lnb_noise    -13987.831487
snr_median        3.788651
snr_max           5.672242
Name: 14271, dtype: float64
--> H
lnb_ratio        -0.056277
lnb_signal   -32995.487757
lnb_noise    -32995.431480
snr_median        1.624721
snr_max           3.753355
Name: 14271, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.9999998807907104
--> HL
index         15798.000000
lnb_ratio       324.592181
lnb_signal   -48170.313897
lnb_noise    -48494.906078
snr_median       22.801483
snr_max          26.901645
Name: 15798, dtype: float64
--> L
lnb_ratio       330.912355
lnb_signal   -12448.880345
lnb_noise    -12779.792700
snr_median       22.645950
snr_max          26.828257
Name: 15798, dtype: float64
--> H
lnb_ratio        -0.076241
lnb_signal   -35715.189619
lnb_noise    -35715.113378
snr_median        1.469450
snr_max           3.435297
Name: 15798, dtype: float64
---------------
ml label: Koi_Fish
ml confidence: 0.999502420425415
--> HL
index         14493.000000
lnb_ratio      8356.264955
lnb_signal   -57572.302789
lnb_noise    -65928.567744
snr_median      124.456839
snr_max         129.722576
Name: 14493, dtype: float64
--> L
lnb_ratio      8365.575529
lnb_signal   -21993.025295
lnb_noise    -30358.600824
snr_median      126.441699
snr_max         129.721195
Name: 14493, dtype: float64
--> H
lnb_ratio        -0.066762
lnb_signal   -35570.033682
lnb_noise    -35569.966920
snr_median        1.444961
snr_max           3.367860
Name: 14493, dtype: float64
---------------
ml label: Blip_Low_Frequency
ml confidence: 0.9996297359466552
--> HL
index         14077.000000
lnb_ratio        11.400930
lnb_signal   -48105.722687
lnb_noise    -48117.123617
snr_median        6.580399
snr_max           8.067102
Name: 14077, dtype: float64
--> L
lnb_ratio        16.335715
lnb_signal   -13698.506844
lnb_noise    -13714.842559
snr_median        6.159803
snr_max           7.949257
Name: 14077, dtype: float64
--> H
lnb_ratio        -0.070680
lnb_signal   -34402.351738
lnb_noise    -34402.281058
snr_median        1.235241
snr_max           3.095442
Name: 14077, dtype: float64
---------------
ml label: Koi_Fish
ml confidence: 0.9804922342300416
--> HL
index         15783.000000
lnb_ratio      3210.010026
lnb_signal   -55874.950729
lnb_noise    -59084.960755
snr_median       75.730149
snr_max          80.807249
Name: 15783, dtype: float64
--> L
lnb_ratio      3217.948191
lnb_signal   -22844.680524
lnb_noise    -26062.628715
snr_median       77.095562
snr_max          80.782445
Name: 15783, dtype: float64
--> H
lnb_ratio        -0.019739
lnb_signal   -33022.351778
lnb_noise    -33022.332040
snr_median        1.902549
snr_max           3.958454
Name: 15783, dtype: float64
---------------
ml label: Koi_Fish
ml confidence: 0.9555538892745972
--> HL
index         14992.000000
lnb_ratio       641.523205
lnb_signal   -48775.618283
lnb_noise    -49417.141488
snr_median       33.202665
snr_max          37.252796
Name: 14992, dtype: float64
--> L
lnb_ratio       672.477926
lnb_signal   -16105.737137
lnb_noise    -16778.215063
snr_median       34.881577
snr_max          37.907210
Name: 14992, dtype: float64
--> H
lnb_ratio        -0.059671
lnb_signal   -32638.986096
lnb_noise    -32638.926426
snr_median        1.677485
snr_max           3.768470
Name: 14992, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.975389003753662
--> HL
index         15851.000000
lnb_ratio         7.000740
lnb_signal   -51807.900858
lnb_noise    -51814.901598
snr_median        5.993801
snr_max           8.012023
Name: 15851, dtype: float64
--> L
lnb_ratio        13.147337
lnb_signal   -12388.987811
lnb_noise    -12402.135148
snr_median        5.806041
snr_max           7.873743
Name: 15851, dtype: float64
--> H
lnb_ratio         0.011004
lnb_signal   -39412.755446
lnb_noise    -39412.766450
snr_median        1.809321
snr_max           3.696911
Name: 15851, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.899929940700531
--> HL
index         16187.000000
lnb_ratio         0.159928
lnb_signal   -47345.221056
lnb_noise    -47345.380984
snr_median        2.357679
snr_max           4.040436
Name: 16186, dtype: float64
--> L
lnb_ratio        -0.023939
lnb_signal   -12817.828609
lnb_noise    -12817.804669
snr_median        2.070424
snr_max           4.040767
Name: 16186, dtype: float64
--> H
lnb_ratio        -0.004808
lnb_signal   -33140.813565
lnb_noise    -33140.808757
snr_median        1.604506
snr_max           3.500371
Name: 16186, dtype: float64
---------------
ml label: Blip_Low_Frequency
ml confidence: 0.9877241849899292
--> HL
index         13752.000000
lnb_ratio        21.377070
lnb_signal   -46578.918906
lnb_noise    -46600.295976
snr_median        7.587079
snr_max           9.040776
Name: 13752, dtype: float64
--> L
lnb_ratio        23.615240
lnb_signal   -13002.137157
lnb_noise    -13025.752398
snr_median        6.903546
snr_max           8.891698
Name: 13752, dtype: float64
--> H
lnb_ratio        -0.055387
lnb_signal   -33574.598965
lnb_noise    -33574.543578
snr_median        1.385574
snr_max           3.298640
Name: 13752, dtype: float64
---------------
ml label: Koi_Fish
ml confidence: 0.5296746492385864
--> HL
index          16032.000000
lnb_ratio      73455.680128
lnb_signal   -371286.447220
lnb_noise    -444742.127348
snr_median       379.023892
snr_max          383.536601
Name: 16031, dtype: float64
--> L
lnb_ratio     146459.861346
lnb_signal   -262948.812303
lnb_noise    -409408.673649
snr_median       524.625510
snr_max          541.556751
Name: 16031, dtype: float64
--> H
lnb_ratio        -0.039566
lnb_signal   -33303.994083
lnb_noise    -33303.954517
snr_median        1.753268
snr_max           3.714188
Name: 16031, dtype: float64
---------------
ml label: Low_Frequency_Burst
ml confidence: 0.4673889875411987
--> HL
index         13369.000000
lnb_ratio        -0.104584
lnb_signal   -47825.407294
lnb_noise    -47825.302709
snr_median        2.250244
snr_max           4.389710
Name: 13369, dtype: float64
--> L
lnb_ratio        -0.112190
lnb_signal   -12325.518030
lnb_noise    -12325.405839
snr_median        1.822915
snr_max           3.956946
Name: 13369, dtype: float64
--> H
lnb_ratio        -0.023774
lnb_signal   -35499.920645
lnb_noise    -35499.896870
snr_median        1.299896
snr_max           2.994548
Name: 13369, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.5784053206443787
--> HL
index         16158.000000
lnb_ratio        -0.201709
lnb_signal   -45156.987225
lnb_noise    -45156.785516
snr_median        1.398263
snr_max           3.214998
Name: 16157, dtype: float64
--> L
lnb_ratio        -0.092844
lnb_signal   -12369.725310
lnb_noise    -12369.632466
snr_median        1.805376
snr_max           3.930216
Name: 16157, dtype: float64
--> H
lnb_ratio        -0.044216
lnb_signal   -35004.748819
lnb_noise    -35004.704603
snr_median        1.685870
snr_max           3.750835
Name: 16157, dtype: float64
---------------
ml label: Blip
ml confidence: 0.8926858305931091
--> HL
index         14082.000000
lnb_ratio        -0.100543
lnb_signal   -48838.259914
lnb_noise    -48838.159371
snr_median        1.911779
snr_max           3.743579
Name: 14082, dtype: float64
--> L
lnb_ratio        -0.019511
lnb_signal   -12831.227687
lnb_noise    -12831.208176
snr_median        1.786911
snr_max           3.464196
Name: 14082, dtype: float64
--> H
lnb_ratio        -0.064815
lnb_signal   -36007.016011
lnb_noise    -36006.951195
snr_median        1.176241
snr_max           2.887051
Name: 14082, dtype: float64
---------------
ml label: Fast_Scattering
ml confidence: 0.649377703666687
--> HL
index         16196.000000
lnb_ratio        23.920496
lnb_signal   -45794.679532
lnb_noise    -45818.600028
snr_median        8.125653
snr_max           9.935014
Name: 16195, dtype: float64
--> L
lnb_ratio         0.309848
lnb_signal   -13157.567979
lnb_noise    -13157.877827
snr_median        3.898129
snr_max           6.196520
Name: 16195, dtype: float64
--> H
lnb_ratio        -0.104980
lnb_signal   -37014.658949
lnb_noise    -37014.553969
snr_median        1.029971
snr_max           2.841947
Name: 16195, dtype: float64
---------------
ml label: Blip_Low_Frequency
ml confidence: 0.9924666285514832
--> HL
index         16082.000000
lnb_ratio         0.072518
lnb_signal   -48711.580807
lnb_noise    -48711.653325
snr_median        2.374973
snr_max           4.271090
Name: 16081, dtype: float64
--> L
lnb_ratio        22.500518
lnb_signal   -13771.874812
lnb_noise    -13794.375330
snr_median        6.964799
snr_max           8.801191
Name: 16081, dtype: float64
--> H
lnb_ratio        -0.016578
lnb_signal   -38040.755461
lnb_noise    -38040.738883
snr_median        1.540042
snr_max           3.463285
Name: 16081, dtype: float64
---------------
ml label: Fast_Scattering
ml confidence: 0.9550544619560242
--> HL
index         16150.000000
lnb_ratio         0.036827
lnb_signal   -49061.226676
lnb_noise    -49061.263503
snr_median        2.353715
snr_max           4.221467
Name: 16149, dtype: float64
--> L
lnb_ratio         0.091018
lnb_signal   -12614.324981
lnb_noise    -12614.415999
snr_median        3.126844
snr_max           5.615774
Name: 16149, dtype: float64
--> H
lnb_ratio        -0.059012
lnb_signal   -34246.799942
lnb_noise    -34246.740930
snr_median        1.512148
snr_max           3.471181
Name: 16149, dtype: float64
---------------
ml label: Blip
ml confidence: 0.9587412476539612
--> HL
index         15231.000000
lnb_ratio        -0.150759
lnb_signal   -46812.296099
lnb_noise    -46812.145341
snr_median        2.026767
snr_max           4.141453
Name: 15231, dtype: float64
--> L
lnb_ratio        -0.079145
lnb_signal   -12106.691424
lnb_noise    -12106.612280
snr_median        2.241282
snr_max           4.510139
Name: 15231, dtype: float64
--> H
lnb_ratio        -0.086606
lnb_signal   -34705.619667
lnb_noise    -34705.533061
snr_median        1.333554
snr_max           3.313062
Name: 15231, dtype: float64
---------------
ml label: Koi_Fish
ml confidence: 0.9505822658538818
--> HL
index         14820.000000
lnb_ratio       968.295714
lnb_signal   -50755.268515
lnb_noise    -51723.564229
snr_median       41.053865
snr_max          45.033420
Name: 14820, dtype: float64
--> L
lnb_ratio       976.357004
lnb_signal   -15464.894304
lnb_noise    -16441.251308
snr_median       42.138748
snr_max          45.024536
Name: 14820, dtype: float64
--> H
lnb_ratio        -0.068111
lnb_signal   -35282.381033
lnb_noise    -35282.312921
snr_median        1.214191
snr_max           3.184278
Name: 14820, dtype: float64
---------------
ml label: Fast_Scattering
ml confidence: 0.4723517894744873
--> HL
index         16110.000000
lnb_ratio        -0.070721
lnb_signal   -45558.382563
lnb_noise    -45558.311842
snr_median        2.388802
snr_max           4.566969
Name: 16109, dtype: float64
--> L
lnb_ratio         0.150523
lnb_signal   -12256.345980
lnb_noise    -12256.496503
snr_median        2.302856
snr_max           4.217059
Name: 16109, dtype: float64
--> H
lnb_ratio        -0.052906
lnb_signal   -36209.029837
lnb_noise    -36208.976932
snr_median        1.393103
snr_max           3.254267
Name: 16109, dtype: float64
---------------
ml label: Fast_Scattering
ml confidence: 0.5803976655006409
--> HL
index         16187.000000
lnb_ratio         0.159928
lnb_signal   -47345.221056
lnb_noise    -47345.380984
snr_median        2.357679
snr_max           4.040436
Name: 16186, dtype: float64
--> L
lnb_ratio        -0.023939
lnb_signal   -12817.828609
lnb_noise    -12817.804669
snr_median        2.070424
snr_max           4.040767
Name: 16186, dtype: float64
--> H
lnb_ratio        -0.004808
lnb_signal   -33140.813565
lnb_noise    -33140.808757
snr_median        1.604506
snr_max           3.500371
Name: 16186, dtype: float64
---------------
ml label: Blip_Low_Frequency
ml confidence: 0.6301851272583008
--> HL
index         15559.000000
lnb_ratio        18.866360
lnb_signal   -44645.009607
lnb_noise    -44663.875966
snr_median        7.060516
snr_max           8.707521
Name: 15559, dtype: float64
--> L
lnb_ratio        20.718376
lnb_signal   -12304.702952
lnb_noise    -12325.421329
snr_median        6.473978
snr_max           8.651236
Name: 15559, dtype: float64
--> H
lnb_ratio        -0.056095
lnb_signal   -32338.510732
lnb_noise    -32338.454638
snr_median        1.397239
snr_max           3.299322
Name: 15559, dtype: float64
---------------
ml label: Fast_Scattering
ml confidence: 0.948470950126648
--> HL
index         16193.000000
lnb_ratio         7.495270
lnb_signal   -56405.181368
lnb_noise    -56412.676638
snr_median        5.924547
snr_max           8.129293
Name: 16192, dtype: float64
--> L
lnb_ratio        24.197639
lnb_signal   -13360.259461
lnb_noise    -13384.457100
snr_median        8.007672
snr_max          10.285042
Name: 16192, dtype: float64
--> H
lnb_ratio        -0.090891
lnb_signal   -32389.419545
lnb_noise    -32389.328654
snr_median        1.303679
snr_max           3.300183
Name: 16192, dtype: float64
---------------
ml label: Low_Frequency_Burst
ml confidence: 0.7582894563674927
--> HL
index         14208.000000
lnb_ratio        -0.182670
lnb_signal   -47163.329116
lnb_noise    -47163.146446
snr_median        1.714083
snr_max           3.628758
Name: 14208, dtype: float64
--> L
lnb_ratio        -0.154424
lnb_signal   -11964.110119
lnb_noise    -11963.955694
snr_median        1.250577
snr_max           3.066961
Name: 14208, dtype: float64
--> H
lnb_ratio        -0.098702
lnb_signal   -35199.289454
lnb_noise    -35199.190752
snr_median        1.005791
snr_max           2.757159
Name: 14208, dtype: float64
---------------
ml label: Fast_Scattering
ml confidence: 0.7268351912498474
--> HL
index         16162.000000
lnb_ratio        -0.017140
lnb_signal   -46249.156397
lnb_noise    -46249.139257
snr_median        2.150270
snr_max           3.902956
Name: 16161, dtype: float64
--> L
lnb_ratio         0.952589
lnb_signal   -12890.440981
lnb_noise    -12891.393570
snr_median        4.097619
snr_max           5.914911
Name: 16161, dtype: float64
--> H
lnb_ratio        -0.021580
lnb_signal   -39174.489247
lnb_noise    -39174.467668
snr_median        1.764842
snr_max           3.815265
Name: 16161, dtype: float64
---------------
ml label: Fast_Scattering
ml confidence: 0.9961332082748412
--> HL
index         16155.000000
lnb_ratio        -0.165039
lnb_signal   -55724.160682
lnb_noise    -55723.995643
snr_median        1.675655
snr_max           3.535322
Name: 16154, dtype: float64
--> L
lnb_ratio        -0.011259
lnb_signal   -13581.502484
lnb_noise    -13581.491224
snr_median        2.023235
snr_max           3.894218
Name: 16154, dtype: float64
--> H
lnb_ratio        -0.072325
lnb_signal   -33468.008870
lnb_noise    -33467.936545
snr_median        1.338516
snr_max           3.225687
Name: 16154, dtype: float64
---------------
ml label: Blip_Low_Frequency
ml confidence: 0.980707585811615
--> HL
index         13763.000000
lnb_ratio        31.062847
lnb_signal   -47909.454166
lnb_noise    -47940.517013
snr_median        8.910830
snr_max          10.617511
Name: 13763, dtype: float64
--> L
lnb_ratio        35.741513
lnb_signal   -12155.496662
lnb_noise    -12191.238175
snr_median        8.574831
snr_max          10.500521
Name: 13763, dtype: float64
--> H
lnb_ratio        -0.039238
lnb_signal   -35749.318076
lnb_noise    -35749.278838
snr_median        2.504692
snr_max           4.865774
Name: 13763, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.999954104423523
--> HL
index         15237.000000
lnb_ratio       907.676560
lnb_signal   -47666.278409
lnb_noise    -48573.954969
snr_median       38.180158
snr_max          43.628062
Name: 15237, dtype: float64
--> L
lnb_ratio       916.733068
lnb_signal   -12658.117279
lnb_noise    -13574.850347
snr_median       38.191671
snr_max          43.620967
Name: 15237, dtype: float64
--> H
lnb_ratio        -0.044373
lnb_signal   -34999.148995
lnb_noise    -34999.104622
snr_median        1.512745
snr_max           3.383031
Name: 15237, dtype: float64
---------------
ml label: Blip
ml confidence: 0.9999921321868896
--> HL
index         15552.000000
lnb_ratio        19.633879
lnb_signal   -47731.649061
lnb_noise    -47751.282939
snr_median        7.544032
snr_max           9.569220
Name: 15552, dtype: float64
--> L
lnb_ratio        25.693297
lnb_signal   -12379.858923
lnb_noise    -12405.552220
snr_median        6.988784
snr_max           9.416432
Name: 15552, dtype: float64
--> H
lnb_ratio        -0.092266
lnb_signal   -35345.822985
lnb_noise    -35345.730719
snr_median        1.120917
snr_max           2.880283
Name: 15552, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.9943384528160096
--> HL
index         13588.000000
lnb_ratio        61.923154
lnb_signal   -50867.377948
lnb_noise    -50929.301101
snr_median       11.140349
snr_max          13.291294
Name: 13588, dtype: float64
--> L
lnb_ratio        67.455036
lnb_signal   -15559.725908
lnb_noise    -15627.180944
snr_median       11.213711
snr_max          13.239414
Name: 13588, dtype: float64
--> H
lnb_ratio        -0.063684
lnb_signal   -35302.183842
lnb_noise    -35302.120157
snr_median        1.440330
snr_max           3.392108
Name: 13588, dtype: float64
---------------
ml label: Blip_Low_Frequency
ml confidence: 0.7441487312316895
--> HL
index         14426.000000
lnb_ratio       333.407330
lnb_signal   -47836.674202
lnb_noise    -48170.081532
snr_median       23.960274
snr_max          27.171008
Name: 14426, dtype: float64
--> L
lnb_ratio       340.613839
lnb_signal   -12945.122322
lnb_noise    -13285.736161
snr_median       24.905051
snr_max          27.135541
Name: 14426, dtype: float64
--> H
lnb_ratio        -0.097885
lnb_signal   -34884.443256
lnb_noise    -34884.345371
snr_median        0.975944
snr_max           2.671527
Name: 14426, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.3151781558990478
--> HL
index         15419.000000
lnb_ratio       100.816502
lnb_signal   -59210.997079
lnb_noise    -59311.813580
snr_median       14.151626
snr_max          16.306522
Name: 15419, dtype: float64
--> L
lnb_ratio       103.261015
lnb_signal   -13498.819136
lnb_noise    -13602.080151
snr_median       14.421049
snr_max          16.034019
Name: 15419, dtype: float64
--> H
lnb_ratio        -0.061116
lnb_signal   -45709.794545
lnb_noise    -45709.733430
snr_median        1.317487
snr_max           3.057152
Name: 15419, dtype: float64
---------------
ml label: Blip_Low_Frequency
ml confidence: 0.9969549179077148
--> HL
index         15222.000000
lnb_ratio        18.648609
lnb_signal   -45802.051053
lnb_noise    -45820.699662
snr_median        7.527783
snr_max           9.267131
Name: 15222, dtype: float64
--> L
lnb_ratio        20.803677
lnb_signal   -12125.197233
lnb_noise    -12146.000909
snr_median        7.446267
snr_max           9.029142
Name: 15222, dtype: float64
--> H
lnb_ratio        -0.020533
lnb_signal   -33674.719286
lnb_noise    -33674.698753
snr_median        1.508953
snr_max           3.360058
Name: 15222, dtype: float64
---------------
ml label: Low_Frequency_Burst
ml confidence: 0.4101608097553253
--> HL
index         18795.000000
lnb_ratio        -0.205165
lnb_signal   -47768.213175
lnb_noise    -47768.008010
snr_median        1.535982
snr_max           3.510592
Name: 18794, dtype: float64
--> L
lnb_ratio        -0.136661
lnb_signal   -12662.960633
lnb_noise    -12662.823972
snr_median        1.212126
snr_max           2.898029
Name: 18794, dtype: float64
--> H
lnb_ratio        -0.015265
lnb_signal   -32618.536037
lnb_noise    -32618.520772
snr_median        1.650882
snr_max           3.484988
Name: 18794, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.9986760020256042
--> HL
index         21033.000000
lnb_ratio        -0.153615
lnb_signal   -49670.550742
lnb_noise    -49670.397127
snr_median        1.891484
snr_max           3.837950
Name: 21032, dtype: float64
--> L
lnb_ratio        28.520577
lnb_signal   -12433.869056
lnb_noise    -12462.389633
snr_median        8.311792
snr_max           9.965111
Name: 21032, dtype: float64
--> H
lnb_ratio         0.058069
lnb_signal   -33893.691630
lnb_noise    -33893.749699
snr_median        1.967052
snr_max           3.922193
Name: 21032, dtype: float64
---------------
ml label: Fast_Scattering
ml confidence: 0.9998881816864014
--> HL
index         17034.000000
lnb_ratio         7.415572
lnb_signal   -48747.969523
lnb_noise    -48755.385095
snr_median        5.860330
snr_max           7.951171
Name: 17033, dtype: float64
--> L
lnb_ratio         0.562969
lnb_signal   -13759.621128
lnb_noise    -13760.184097
snr_median        3.650679
snr_max           5.563526
Name: 17033, dtype: float64
--> H
lnb_ratio         0.007427
lnb_signal   -32966.460553
lnb_noise    -32966.467980
snr_median        1.543536
snr_max           3.291923
Name: 17033, dtype: float64
---------------
ml label: Fast_Scattering
ml confidence: 0.99860018491745
--> HL
index         17036.000000
lnb_ratio         1.879050
lnb_signal   -49480.609707
lnb_noise    -49482.488757
snr_median        4.644822
snr_max           6.720228
Name: 17035, dtype: float64
--> L
lnb_ratio        16.157807
lnb_signal   -12737.819905
lnb_noise    -12753.977712
snr_median        7.175301
snr_max           9.379735
Name: 17035, dtype: float64
--> H
lnb_ratio         0.012009
lnb_signal   -33008.875443
lnb_noise    -33008.887452
snr_median        1.688587
snr_max           3.460693
Name: 17035, dtype: float64
---------------
ml label: Blip_Low_Frequency
ml confidence: 0.9997634291648864
--> HL
index         20756.000000
lnb_ratio        -0.083927
lnb_signal   -48074.844453
lnb_noise    -48074.760526
snr_median        1.857101
snr_max           3.686071
Name: 20755, dtype: float64
--> L
lnb_ratio        16.367566
lnb_signal   -13941.182069
lnb_noise    -13957.549635
snr_median        6.496833
snr_max           8.024051
Name: 20755, dtype: float64
--> H
lnb_ratio        -0.104086
lnb_signal   -31396.944272
lnb_noise    -31396.840186
snr_median        1.178650
snr_max           3.186291
Name: 20755, dtype: float64
---------------
ml label: Blip
ml confidence: 0.9843028783798218
--> HL
index         17953.000000
lnb_ratio         0.019813
lnb_signal   -46711.286525
lnb_noise    -46711.306338
snr_median        2.247836
snr_max           4.026800
Name: 17952, dtype: float64
--> L
lnb_ratio       254.188183
lnb_signal   -12774.498635
lnb_noise    -13028.686818
snr_median       21.416327
snr_max          23.732158
Name: 17952, dtype: float64
--> H
lnb_ratio         0.031096
lnb_signal   -33758.741593
lnb_noise    -33758.772689
snr_median        2.318073
snr_max           4.636077
Name: 17952, dtype: float64
---------------
ml label: Koi_Fish
ml confidence: 0.8259448409080505
--> HL
index          19107.000000
lnb_ratio          0.060396
lnb_signal   -111723.473954
lnb_noise    -111723.534350
snr_median         2.550159
snr_max            4.504775
Name: 19106, dtype: float64
--> L
lnb_ratio      6289.207343
lnb_signal   -71649.911572
lnb_noise    -77939.118916
snr_median      109.393691
snr_max         112.569237
Name: 19106, dtype: float64
--> H
lnb_ratio        -0.012225
lnb_signal   -32332.440888
lnb_noise    -32332.428663
snr_median        1.542677
snr_max           3.430516
Name: 19106, dtype: float64
---------------
ml label: Extremely_Loud
ml confidence: 0.9977362155914308
--> HL
index         20854.000000
lnb_ratio        -0.032927
lnb_signal   -77675.923785
lnb_noise    -77675.890857
snr_median        2.731512
snr_max           4.777652
Name: 20853, dtype: float64
--> L
lnb_ratio      8714.296565
lnb_signal   -40705.928199
lnb_noise    -49420.224764
snr_median      129.308669
snr_max         132.397779
Name: 20853, dtype: float64
--> H
lnb_ratio        -0.009050
lnb_signal   -36308.859031
lnb_noise    -36308.849981
snr_median        1.701132
snr_max           3.722045
Name: 20853, dtype: float64
---------------
ml label: Blip_Low_Frequency
ml confidence: 0.9984422326087952
--> HL
index         19434.000000
lnb_ratio        -0.138523
lnb_signal   -49302.703042
lnb_noise    -49302.564519
snr_median        1.799452
snr_max           3.717359
Name: 19433, dtype: float64
--> L
lnb_ratio        15.278962
lnb_signal   -14487.595953
lnb_noise    -14502.874915
snr_median        5.949711
snr_max           7.799554
Name: 19433, dtype: float64
--> H
lnb_ratio       152.549767
lnb_signal   -32814.172109
lnb_noise    -32966.721876
snr_median       15.300007
snr_max          19.157537
Name: 19433, dtype: float64
---------------
ml label: Blip_Low_Frequency
ml confidence: 0.6626418828964233
--> HL
index         17044.000000
lnb_ratio         0.004835
lnb_signal   -46822.176884
lnb_noise    -46822.181719
snr_median        2.394580
snr_max           4.287174
Name: 17043, dtype: float64
--> L
lnb_ratio        19.563554
lnb_signal   -12436.929914
lnb_noise    -12456.493468
snr_median        6.837842
snr_max           8.646298
Name: 17043, dtype: float64
--> H
lnb_ratio        -0.037578
lnb_signal   -34708.865545
lnb_noise    -34708.827967
snr_median        1.599304
snr_max           3.503760
Name: 17043, dtype: float64
---------------
ml label: Fast_Scattering
ml confidence: 0.9981901049613952
--> HL
index         18820.000000
lnb_ratio         0.441254
lnb_signal   -48698.757825
lnb_noise    -48699.199079
snr_median        3.963323
snr_max           6.028490
Name: 18819, dtype: float64
--> L
lnb_ratio         0.322098
lnb_signal   -13238.435512
lnb_noise    -13238.757610
snr_median        2.693317
snr_max           4.530991
Name: 18819, dtype: float64
--> H
lnb_ratio        -0.107224
lnb_signal   -33783.805612
lnb_noise    -33783.698388
snr_median        1.021019
snr_max           2.858044
Name: 18819, dtype: float64
---------------
ml label: Fast_Scattering
ml confidence: 0.9999823570251464
--> HL
index         17491.000000
lnb_ratio         3.168936
lnb_signal   -45088.417175
lnb_noise    -45091.586112
snr_median        5.130992
snr_max           7.370228
Name: 17490, dtype: float64
--> L
lnb_ratio         1.176162
lnb_signal   -13013.284267
lnb_noise    -13014.460429
snr_median        4.262434
snr_max           6.240706
Name: 17490, dtype: float64
--> H
lnb_ratio         0.619686
lnb_signal   -33331.430572
lnb_noise    -33332.050258
snr_median        2.486114
snr_max           4.716273
Name: 17490, dtype: float64
---------------
ml label: Fast_Scattering
ml confidence: 0.407696008682251
--> HL
index         16513.000000
lnb_ratio        -0.191655
lnb_signal   -47817.030386
lnb_noise    -47816.838731
snr_median        1.420240
snr_max           3.193797
Name: 16512, dtype: float64
--> L
lnb_ratio        -0.102655
lnb_signal   -12614.335986
lnb_noise    -12614.233331
snr_median        1.699908
snr_max           3.693292
Name: 16512, dtype: float64
--> H
lnb_ratio         0.122597
lnb_signal   -32463.082549
lnb_noise    -32463.205145
snr_median        2.576992
snr_max           4.499725
Name: 16512, dtype: float64
---------------
ml label: Blip
ml confidence: 0.7715268135070801
--> HL
index         17953.000000
lnb_ratio         0.019813
lnb_signal   -46711.286525
lnb_noise    -46711.306338
snr_median        2.247836
snr_max           4.026800
Name: 17952, dtype: float64
--> L
lnb_ratio       254.188183
lnb_signal   -12774.498635
lnb_noise    -13028.686818
snr_median       21.416327
snr_max          23.732158
Name: 17952, dtype: float64
--> H
lnb_ratio         0.031096
lnb_signal   -33758.741593
lnb_noise    -33758.772689
snr_median        2.318073
snr_max           4.636077
Name: 17952, dtype: float64
---------------
ml label: Fast_Scattering
ml confidence: 0.9982200264930724
--> HL
index         17492.000000
lnb_ratio         0.240887
lnb_signal   -46655.417681
lnb_noise    -46655.658568
snr_median        3.435557
snr_max           5.670560
Name: 17491, dtype: float64
--> L
lnb_ratio         4.792564
lnb_signal   -12706.482835
lnb_noise    -12711.275399
snr_median        5.569391
snr_max           7.754401
Name: 17491, dtype: float64
--> H
lnb_ratio         0.035042
lnb_signal   -32380.275671
lnb_noise    -32380.310712
snr_median        2.512741
snr_max           4.708575
Name: 17491, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.7932981848716736
--> HL
index         18700.000000
lnb_ratio         0.009352
lnb_signal   -45609.507336
lnb_noise    -45609.516688
snr_median        2.088774
snr_max           3.904930
Name: 18699, dtype: float64
--> L
lnb_ratio         0.342786
lnb_signal   -12315.789518
lnb_noise    -12316.132304
snr_median        3.366344
snr_max           5.505728
Name: 18699, dtype: float64
--> H
lnb_ratio        -0.089459
lnb_signal   -30848.749415
lnb_noise    -30848.659956
snr_median        1.356164
snr_max           3.421886
Name: 18699, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.9999866485595704
--> HL
index         19131.000000
lnb_ratio        -0.192963
lnb_signal   -45748.868821
lnb_noise    -45748.675858
snr_median        1.463829
snr_max           3.380720
Name: 19130, dtype: float64
--> L
lnb_ratio       622.794420
lnb_signal   -12959.712580
lnb_noise    -13582.507000
snr_median       30.359648
snr_max          36.199822
Name: 19130, dtype: float64
--> H
lnb_ratio        -0.009475
lnb_signal   -33122.229178
lnb_noise    -33122.219704
snr_median        1.854569
snr_max           3.906515
Name: 19130, dtype: float64
---------------
ml label: Blip_Low_Frequency
ml confidence: 0.9426048398017884
--> HL
index         20774.000000
lnb_ratio         0.328670
lnb_signal   -45625.878477
lnb_noise    -45626.207146
snr_median        2.768247
snr_max           4.697087
Name: 20773, dtype: float64
--> L
lnb_ratio        35.126723
lnb_signal   -12409.848492
lnb_noise    -12444.975215
snr_median        8.070990
snr_max          10.350924
Name: 20773, dtype: float64
--> H
lnb_ratio        -0.115957
lnb_signal   -32901.240679
lnb_noise    -32901.124722
snr_median        0.927247
snr_max           2.758443
Name: 20773, dtype: float64
---------------
ml label: Fast_Scattering
ml confidence: 0.9692513942718506
--> HL
index         19438.000000
lnb_ratio         0.960317
lnb_signal   -50939.102708
lnb_noise    -50940.063025
snr_median        4.309477
snr_max           6.513628
Name: 19437, dtype: float64
--> L
lnb_ratio         3.764533
lnb_signal   -16496.569266
lnb_noise    -16500.333799
snr_median        5.221002
snr_max           7.304640
Name: 19437, dtype: float64
--> H
lnb_ratio        -0.023114
lnb_signal   -31891.353613
lnb_noise    -31891.330499
snr_median        1.543852
snr_max           3.349295
Name: 19437, dtype: float64
---------------
ml label: Fast_Scattering
ml confidence: 1.0
--> HL
index         17492.000000
lnb_ratio         0.240887
lnb_signal   -46655.417681
lnb_noise    -46655.658568
snr_median        3.435557
snr_max           5.670560
Name: 17491, dtype: float64
--> L
lnb_ratio         4.792564
lnb_signal   -12706.482835
lnb_noise    -12711.275399
snr_median        5.569391
snr_max           7.754401
Name: 17491, dtype: float64
--> H
lnb_ratio         0.035042
lnb_signal   -32380.275671
lnb_noise    -32380.310712
snr_median        2.512741
snr_max           4.708575
Name: 17491, dtype: float64
---------------
ml label: Fast_Scattering
ml confidence: 0.9865315556526184
--> HL
index         19409.000000
lnb_ratio        -0.080232
lnb_signal   -46690.237179
lnb_noise    -46690.156947
snr_median        1.993960
snr_max           3.871678
Name: 19408, dtype: float64
--> L
lnb_ratio         0.223085
lnb_signal   -12494.806812
lnb_noise    -12495.029897
snr_median        3.224891
snr_max           5.282467
Name: 19408, dtype: float64
--> H
lnb_ratio        -0.013291
lnb_signal   -32284.393126
lnb_noise    -32284.379835
snr_median        2.082579
snr_max           4.154688
Name: 19408, dtype: float64
---------------
ml label: Blip_Low_Frequency
ml confidence: 0.9999593496322632
--> HL
index         18598.000000
lnb_ratio        -0.104906
lnb_signal   -44329.814394
lnb_noise    -44329.709488
snr_median        1.808137
snr_max           3.532549
Name: 18597, dtype: float64
--> L
lnb_ratio        21.300268
lnb_signal   -12083.539813
lnb_noise    -12104.840080
snr_median        6.846561
snr_max           8.625726
Name: 18597, dtype: float64
--> H
lnb_ratio        -0.014675
lnb_signal   -35396.749715
lnb_noise    -35396.735040
snr_median        2.128983
snr_max           4.311145
Name: 18597, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.4015927314758301
--> HL
index         19440.000000
lnb_ratio        -0.087047
lnb_signal   -47379.296524
lnb_noise    -47379.209477
snr_median        2.157381
snr_max           4.167991
Name: 19439, dtype: float64
--> L
lnb_ratio         0.079602
lnb_signal   -12177.410724
lnb_noise    -12177.490326
snr_median        1.807726
snr_max           3.284596
Name: 19439, dtype: float64
--> H
lnb_ratio        -0.053893
lnb_signal   -30913.860067
lnb_noise    -30913.806175
snr_median        1.944278
snr_max           4.106637
Name: 19439, dtype: float64
---------------
ml label: Fast_Scattering
ml confidence: 0.999837040901184
--> HL
index         18821.000000
lnb_ratio         2.086394
lnb_signal   -46016.315889
lnb_noise    -46018.402283
snr_median        4.269294
snr_max           5.963092
Name: 18820, dtype: float64
--> L
lnb_ratio         1.938301
lnb_signal   -14127.031062
lnb_noise    -14128.969363
snr_median        4.638994
snr_max           6.687100
Name: 18820, dtype: float64
--> H
lnb_ratio        -0.071598
lnb_signal   -34570.301314
lnb_noise    -34570.229716
snr_median        1.206596
snr_max           3.024227
Name: 18820, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.8888205289840698
--> HL
index          1409.000000
lnb_ratio        12.982044
lnb_signal   -48336.920946
lnb_noise    -48349.902990
snr_median        7.042243
snr_max           8.730557
Name: 1409, dtype: float64
--> L
lnb_ratio        18.117624
lnb_signal   -12622.855991
lnb_noise    -12640.973614
snr_median        7.031854
snr_max           8.995983
Name: 1409, dtype: float64
--> H
lnb_ratio         0.000928
lnb_signal   -35708.928448
lnb_noise    -35708.929376
snr_median        1.895305
snr_max           3.923149
Name: 1409, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.9998865127563475
--> HL
index           585.000000
lnb_ratio       502.214975
lnb_signal   -49043.359887
lnb_noise    -49545.574863
snr_median       29.428877
snr_max          33.194874
Name: 585, dtype: float64
--> L
lnb_ratio       519.789235
lnb_signal   -12757.316722
lnb_noise    -13277.105957
snr_median       29.973963
snr_max          33.495975
Name: 585, dtype: float64
--> H
lnb_ratio        -0.079779
lnb_signal   -36268.548684
lnb_noise    -36268.468906
snr_median        1.089648
snr_max           2.881134
Name: 585, dtype: float64
---------------
ml label: Koi_Fish
ml confidence: 0.9975066781044006
--> HL
index          1199.000000
lnb_ratio      1609.127308
lnb_signal   -56625.624634
lnb_noise    -58234.751941
snr_median       54.015395
snr_max          57.548679
Name: 1199, dtype: float64
--> L
lnb_ratio      1617.459351
lnb_signal   -15644.910524
lnb_noise    -17262.369875
snr_median       55.041966
snr_max          57.515721
Name: 1199, dtype: float64
--> H
lnb_ratio        -0.111701
lnb_signal   -40972.493768
lnb_noise    -40972.382067
snr_median        1.088424
snr_max           3.094309
Name: 1199, dtype: float64
---------------
ml label: Koi_Fish
ml confidence: 0.6588532328605652
--> HL
index           305.000000
lnb_ratio      7325.142530
lnb_signal   -77768.994777
lnb_noise    -85094.137307
snr_median      118.540789
snr_max         121.697375
Name: 305, dtype: float64
--> L
lnb_ratio      7427.068558
lnb_signal   -34840.646450
lnb_noise    -42267.715007
snr_median      119.014312
snr_max         122.414210
Name: 305, dtype: float64
--> H
lnb_ratio        -0.022704
lnb_signal   -42826.445004
lnb_noise    -42826.422300
snr_median        1.284557
snr_max           2.964784
Name: 305, dtype: float64
---------------
ml label: Blip
ml confidence: 0.9995909333229064
--> HL
index          1925.000000
lnb_ratio        23.522326
lnb_signal   -56657.424638
lnb_noise    -56680.946964
snr_median        7.533657
snr_max           9.536440
Name: 1925, dtype: float64
--> L
lnb_ratio        28.126673
lnb_signal   -13144.762327
lnb_noise    -13172.889001
snr_median        7.368966
snr_max           9.388696
Name: 1925, dtype: float64
--> H
lnb_ratio         0.032023
lnb_signal   -43508.025940
lnb_noise    -43508.057963
snr_median        1.846844
snr_max           3.704192
Name: 1925, dtype: float64
---------------
ml label: Koi_Fish
ml confidence: 0.8493306040763855
--> HL
index          1465.000000
lnb_ratio      1839.442992
lnb_signal   -78667.932006
lnb_noise    -80507.374997
snr_median       57.198544
snr_max          61.509837
Name: 1465, dtype: float64
--> L
lnb_ratio      1846.899195
lnb_signal   -36227.525909
lnb_noise    -38074.425104
snr_median       58.338739
snr_max          61.494767
Name: 1465, dtype: float64
--> H
lnb_ratio        -0.036069
lnb_signal   -42432.985962
lnb_noise    -42432.949893
snr_median        1.345375
snr_max           3.093829
Name: 1465, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.8170027136802673
--> HL
index           786.000000
lnb_ratio      2758.302995
lnb_signal   -57965.423491
lnb_noise    -60723.726487
snr_median       69.973520
snr_max          74.987220
Name: 786, dtype: float64
--> L
lnb_ratio      2769.156972
lnb_signal   -14932.101123
lnb_noise    -17701.258095
snr_median       70.194845
snr_max          74.982809
Name: 786, dtype: float64
--> H
lnb_ratio        -0.078668
lnb_signal   -43022.547059
lnb_noise    -43022.468391
snr_median        1.421785
snr_max           3.494486
Name: 786, dtype: float64
---------------
ml label: Blip_Low_Frequency
ml confidence: 0.9801692366600036
--> HL
index           403.000000
lnb_ratio         8.578179
lnb_signal   -51816.291444
lnb_noise    -51824.869623
snr_median        6.020850
snr_max           7.641041
Name: 403, dtype: float64
--> L
lnb_ratio        12.556365
lnb_signal   -12327.043269
lnb_noise    -12339.599634
snr_median        5.973944
snr_max           7.647695
Name: 403, dtype: float64
--> H
lnb_ratio        -0.086694
lnb_signal   -39485.356683
lnb_noise    -39485.269989
snr_median        1.489106
snr_max           3.527269
Name: 403, dtype: float64
---------------
ml label: Helix
ml confidence: 0.3579744100570678
--> HL
index          2283.000000
lnb_ratio      2553.848828
lnb_signal   -54019.924742
lnb_noise    -56573.773569
snr_median       66.876616
snr_max          72.342205
Name: 2283, dtype: float64
--> L
lnb_ratio      2612.490714
lnb_signal   -15724.762830
lnb_noise    -18337.253545
snr_median       69.317742
snr_max          73.062717
Name: 2283, dtype: float64
--> H
lnb_ratio        -0.069075
lnb_signal   -38236.589100
lnb_noise    -38236.520025
snr_median        1.229083
snr_max           3.028193
Name: 2283, dtype: float64
---------------
ml label: Koi_Fish
ml confidence: 0.9979799389839172
--> HL
index          1438.000000
lnb_ratio      6380.622811
lnb_signal   -84469.950154
lnb_noise    -90850.572965
snr_median      107.184354
snr_max         113.499417
Name: 1438, dtype: float64
--> L
lnb_ratio      6388.124034
lnb_signal   -41776.633546
lnb_noise    -48164.757580
snr_median      109.260733
snr_max         113.481761
Name: 1438, dtype: float64
--> H
lnb_ratio        -0.080336
lnb_signal   -42685.895721
lnb_noise    -42685.815385
snr_median        1.551329
snr_max           3.734427
Name: 1438, dtype: float64
---------------
ml label: Koi_Fish
ml confidence: 0.9756259918212892
--> HL
index           826.000000
lnb_ratio      3795.141547
lnb_signal   -59622.111010
lnb_noise    -63417.252556
snr_median       83.013444
snr_max          87.700600
Name: 826, dtype: float64
--> L
lnb_ratio      3808.391351
lnb_signal   -17432.462757
lnb_noise    -21240.854108
snr_median       84.247149
snr_max          87.741712
Name: 826, dtype: float64
--> H
lnb_ratio        -0.016578
lnb_signal   -42176.415026
lnb_noise    -42176.398448
snr_median        1.470992
snr_max           3.238403
Name: 826, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.9999558925628662
--> HL
index          1252.000000
lnb_ratio       949.904499
lnb_signal   -61556.680110
lnb_noise    -62506.584609
snr_median       39.297846
snr_max          44.565688
Name: 1252, dtype: float64
--> L
lnb_ratio       959.198563
lnb_signal   -13801.559709
lnb_noise    -14760.758272
snr_median       38.789896
snr_max          44.553015
Name: 1252, dtype: float64
--> H
lnb_ratio        -0.029030
lnb_signal   -47745.855368
lnb_noise    -47745.826338
snr_median        1.651341
snr_max           3.575352
Name: 1252, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.9999994039535522
--> HL
index          2323.000000
lnb_ratio       410.435458
lnb_signal   -51787.165477
lnb_noise    -52197.600935
snr_median       26.610439
snr_max          29.971590
Name: 2323, dtype: float64
--> L
lnb_ratio       415.198877
lnb_signal   -13061.510331
lnb_noise    -13476.709207
snr_median       25.734469
snr_max          29.856241
Name: 2323, dtype: float64
--> H
lnb_ratio        -0.020852
lnb_signal   -38720.912580
lnb_noise    -38720.891728
snr_median        1.584471
snr_max           3.451644
Name: 2323, dtype: float64
---------------
ml label: Blip_Low_Frequency
ml confidence: 0.9756746888160706
--> HL
index           716.000000
lnb_ratio        53.855213
lnb_signal   -52782.006144
lnb_noise    -52835.861357
snr_median       10.794320
snr_max          12.648800
Name: 716, dtype: float64
--> L
lnb_ratio        59.198931
lnb_signal   -13280.311816
lnb_noise    -13339.510747
snr_median       10.510852
snr_max          12.555542
Name: 716, dtype: float64
--> H
lnb_ratio        -0.051602
lnb_signal   -39496.402212
lnb_noise    -39496.350610
snr_median        1.430492
snr_max           3.327963
Name: 716, dtype: float64
---------------
ml label: Blip_Low_Frequency
ml confidence: 0.4669793546199798
--> HL
index           656.000000
lnb_ratio       308.081905
lnb_signal   -52556.507259
lnb_noise    -52864.589163
snr_median       23.105119
snr_max          26.261591
Name: 656, dtype: float64
--> L
lnb_ratio       315.296583
lnb_signal   -13546.232691
lnb_noise    -13861.529274
snr_median       23.756605
snr_max          26.211215
Name: 656, dtype: float64
--> H
lnb_ratio         0.031565
lnb_signal   -39003.028325
lnb_noise    -39003.059889
snr_median        1.674190
snr_max           3.430367
Name: 656, dtype: float64
---------------
ml label: Koi_Fish
ml confidence: 0.9997822642326356
--> HL
index          4542.000000
lnb_ratio      3987.202516
lnb_signal   -88626.393326
lnb_noise    -92613.595842
snr_median       85.423537
snr_max          89.920733
Name: 4542, dtype: float64
--> L
lnb_ratio      3997.837878
lnb_signal   -47488.926615
lnb_noise    -51486.764493
snr_median       86.706280
snr_max          89.905104
Name: 4542, dtype: float64
--> H
lnb_ratio        -0.066773
lnb_signal   -41126.898123
lnb_noise    -41126.831349
snr_median        1.421275
snr_max           3.335279
Name: 4542, dtype: float64
---------------
ml label: Koi_Fish
ml confidence: 0.8757463693618774
--> HL
index          5330.000000
lnb_ratio      1858.912298
lnb_signal   -60214.632739
lnb_noise    -62073.545037
snr_median       57.956645
snr_max          61.756785
Name: 5330, dtype: float64
--> L
lnb_ratio      1868.749631
lnb_signal   -22911.121150
lnb_noise    -24779.870780
snr_median       59.470727
snr_max          61.755876
Name: 5330, dtype: float64
--> H
lnb_ratio        -0.028614
lnb_signal   -37293.702870
lnb_noise    -37293.674257
snr_median        1.431510
snr_max           3.123884
Name: 5330, dtype: float64
---------------
ml label: Extremely_Loud
ml confidence: 0.7941254377365112
--> HL
index          2706.000000
lnb_ratio      7597.939980
lnb_signal   -91043.900658
lnb_noise    -98641.840638
snr_median      119.414152
snr_max         123.752181
Name: 2706, dtype: float64
--> L
lnb_ratio      7618.770101
lnb_signal   -54695.281890
lnb_noise    -62314.051991
snr_median      121.917992
snr_max         123.842720
Name: 2706, dtype: float64
--> H
lnb_ratio        -0.044751
lnb_signal   -36327.833398
lnb_noise    -36327.788647
snr_median        1.534541
snr_max           3.481074
Name: 2706, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.9847977757453918
--> HL
index          3428.000000
lnb_ratio         6.359924
lnb_signal   -50048.265845
lnb_noise    -50054.625770
snr_median        5.781790
snr_max           7.502604
Name: 3428, dtype: float64
--> L
lnb_ratio        11.184831
lnb_signal   -12416.991568
lnb_noise    -12428.176398
snr_median        5.982475
snr_max           7.651943
Name: 3428, dtype: float64
--> H
lnb_ratio        -0.030013
lnb_signal   -37626.479384
lnb_noise    -37626.449371
snr_median        1.601273
snr_max           3.542535
Name: 3428, dtype: float64
---------------
ml label: Blip_Low_Frequency
ml confidence: 0.9737736582756042
--> HL
index          5205.000000
lnb_ratio         6.945525
lnb_signal   -48855.784530
lnb_noise    -48862.730055
snr_median        5.552779
snr_max           7.557512
Name: 5205, dtype: float64
--> L
lnb_ratio         9.497454
lnb_signal   -12080.917384
lnb_noise    -12090.414838
snr_median        5.377404
snr_max           7.296584
Name: 5205, dtype: float64
--> H
lnb_ratio        -0.052854
lnb_signal   -36772.368070
lnb_noise    -36772.315217
snr_median        1.387093
snr_max           3.271213
Name: 5205, dtype: float64
---------------
ml label: Extremely_Loud
ml confidence: 0.999987006187439
--> HL
index         3.241000e+03
lnb_ratio     1.758067e+06
lnb_signal   -3.496256e+06
lnb_noise    -5.254323e+06
snr_median    1.647721e+03
snr_max       1.875168e+03
Name: 3241, dtype: float64
--> L
lnb_ratio     2.037974e+06
lnb_signal   -3.173810e+06
lnb_noise    -5.211784e+06
snr_median    2.009708e+03
snr_max       2.018949e+03
Name: 3241, dtype: float64
--> H
lnb_ratio        -0.020798
lnb_signal   -42538.825338
lnb_noise    -42538.804540
snr_median        1.656531
snr_max           3.623219
Name: 3241, dtype: float64
---------------
ml label: Blip
ml confidence: 0.9980497360229492
--> HL
index          3642.000000
lnb_ratio        47.334739
lnb_signal   -51959.305616
lnb_noise    -52006.640355
snr_median       10.073486
snr_max          12.020098
Name: 3642, dtype: float64
--> L
lnb_ratio        52.778643
lnb_signal   -13886.882262
lnb_noise    -13939.660904
snr_median        9.980714
snr_max          11.953362
Name: 3642, dtype: float64
--> H
lnb_ratio        -0.099959
lnb_signal   -38067.079410
lnb_noise    -38066.979451
snr_median        1.004510
snr_max           2.745229
Name: 3642, dtype: float64
---------------
ml label: Blip_Low_Frequency
ml confidence: 0.9505636096000672
--> HL
index          5193.000000
lnb_ratio         7.066470
lnb_signal   -51386.252258
lnb_noise    -51393.318728
snr_median        5.910046
snr_max           7.557638
Name: 5193, dtype: float64
--> L
lnb_ratio        11.002328
lnb_signal   -12368.573411
lnb_noise    -12379.575739
snr_median        6.277594
snr_max           7.672844
Name: 5193, dtype: float64
--> H
lnb_ratio        -0.018044
lnb_signal   -39013.761034
lnb_noise    -39013.742990
snr_median        1.771414
snr_max           3.912106
Name: 5193, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.9999873638153076
--> HL
index          4616.000000
lnb_ratio        67.058308
lnb_signal   -52148.304215
lnb_noise    -52215.362523
snr_median       11.584547
snr_max          13.975685
Name: 4616, dtype: float64
--> L
lnb_ratio        74.330048
lnb_signal   -13023.173275
lnb_noise    -13097.503324
snr_median       10.978280
snr_max          13.950535
Name: 4616, dtype: float64
--> H
lnb_ratio        -0.070659
lnb_signal   -39117.929858
lnb_noise    -39117.859199
snr_median        1.161077
snr_max           2.931551
Name: 4616, dtype: float64
---------------
ml label: Blip_Low_Frequency
ml confidence: 0.3183715343475342
--> HL
index          4654.000000
lnb_ratio        11.508742
lnb_signal   -54922.005997
lnb_noise    -54933.514740
snr_median        6.401832
snr_max           8.004900
Name: 4654, dtype: float64
--> L
lnb_ratio        16.192510
lnb_signal   -13819.761444
lnb_noise    -13835.953955
snr_median        6.402892
snr_max           7.947872
Name: 4654, dtype: float64
--> H
lnb_ratio        -0.081192
lnb_signal   -41097.641978
lnb_noise    -41097.560785
snr_median        1.287749
snr_max           3.311435
Name: 4654, dtype: float64
---------------
ml label: Blip_Low_Frequency
ml confidence: 0.7492919564247131
--> HL
index          4281.000000
lnb_ratio       345.944887
lnb_signal   -49654.468741
lnb_noise    -50000.413628
snr_median       24.238452
snr_max          27.698801
Name: 4281, dtype: float64
--> L
lnb_ratio       355.309653
lnb_signal   -12696.685746
lnb_noise    -13051.995399
snr_median       24.566567
snr_max          27.696981
Name: 4281, dtype: float64
--> H
lnb_ratio        -0.002549
lnb_signal   -36948.420778
lnb_noise    -36948.418229
snr_median        1.633638
snr_max           3.399175
Name: 4281, dtype: float64
---------------
ml label: Extremely_Loud
ml confidence: 0.9998363256454468
--> HL
index           5155.000000
lnb_ratio     136576.567929
lnb_signal   -379523.720489
lnb_noise    -516100.288418
snr_median       518.135652
snr_max          522.893690
Name: 5155, dtype: float64
--> L
lnb_ratio     138289.186508
lnb_signal   -338844.006148
lnb_noise    -477133.192657
snr_median       517.486065
snr_max          526.021921
Name: 5155, dtype: float64
--> H
lnb_ratio        -0.044206
lnb_signal   -38967.139967
lnb_noise    -38967.095761
snr_median        1.812314
snr_max           4.042443
Name: 5155, dtype: float64
---------------
ml label: Koi_Fish
ml confidence: 0.9956064820289612
--> HL
index          4936.000000
lnb_ratio       449.189398
lnb_signal   -57953.770043
lnb_noise    -58402.959440
snr_median       28.447731
snr_max          31.374800
Name: 4936, dtype: float64
--> L
lnb_ratio       456.779144
lnb_signal   -16135.034546
lnb_noise    -16591.813690
snr_median       29.451582
snr_max          31.284032
Name: 4936, dtype: float64
--> H
lnb_ratio        -0.029389
lnb_signal   -41811.175139
lnb_noise    -41811.145750
snr_median        1.408055
snr_max           3.179785
Name: 4936, dtype: float64
---------------
ml label: Koi_Fish
ml confidence: 0.9878457188606262
--> HL
index           3208.000000
lnb_ratio      12285.734103
lnb_signal   -177245.534426
lnb_noise    -189531.268529
snr_median       150.706315
snr_max          157.170666
Name: 3208, dtype: float64
--> L
lnb_ratio      12295.948592
lnb_signal   -141582.265711
lnb_noise    -153878.214303
snr_median       152.482432
snr_max          157.170504
Name: 3208, dtype: float64
--> H
lnb_ratio        -0.107021
lnb_signal   -35653.161247
lnb_noise    -35653.054226
snr_median        0.989042
snr_max           2.796150
Name: 3208, dtype: float64
---------------
ml label: Koi_Fish
ml confidence: 0.9902456998825072
--> HL
index          3908.000000
lnb_ratio      1134.589584
lnb_signal   -56466.660102
lnb_noise    -57601.249686
snr_median       45.148660
snr_max          48.631676
Name: 3908, dtype: float64
--> L
lnb_ratio      1136.340150
lnb_signal   -19789.686239
lnb_noise    -20926.026390
snr_median       46.196990
snr_max          48.525042
Name: 3908, dtype: float64
--> H
lnb_ratio        -0.054699
lnb_signal   -36675.277995
lnb_noise    -36675.223297
snr_median        1.461484
snr_max           3.422708
Name: 3908, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.9999901056289672
--> HL
index          4401.000000
lnb_ratio       155.229312
lnb_signal   -57338.486356
lnb_noise    -57493.715668
snr_median       16.542453
snr_max          19.578220
Name: 4401, dtype: float64
--> L
lnb_ratio       163.061778
lnb_signal   -13746.409696
lnb_noise    -13909.471475
snr_median       15.833540
snr_max          19.505689
Name: 4401, dtype: float64
--> H
lnb_ratio        -0.083656
lnb_signal   -43584.327850
lnb_noise    -43584.244194
snr_median        1.623627
snr_max           3.855701
Name: 4401, dtype: float64
---------------
ml label: Blip_Low_Frequency
ml confidence: 0.9999866485595704
--> HL
index          5440.000000
lnb_ratio         7.913385
lnb_signal   -57138.773602
lnb_noise    -57146.686987
snr_median        5.384160
snr_max           7.045837
Name: 5440, dtype: float64
--> L
lnb_ratio         9.255189
lnb_signal   -12313.814302
lnb_noise    -12323.069490
snr_median        5.223050
snr_max           6.849569
Name: 5440, dtype: float64
--> H
lnb_ratio        -0.114800
lnb_signal   -44823.732297
lnb_noise    -44823.617496
snr_median        1.324012
snr_max           3.535633
Name: 5440, dtype: float64
---------------
ml label: Scattered_Light
ml confidence: 0.875995397567749
--> HL
index          5213.000000
lnb_ratio        68.830791
lnb_signal   -51410.181104
lnb_noise    -51479.011894
snr_median       12.066183
snr_max          14.253614
Name: 5213, dtype: float64
--> L
lnb_ratio        76.366597
lnb_signal   -13556.581775
lnb_noise    -13632.948372
snr_median       11.316284
snr_max          14.188613
Name: 5213, dtype: float64
--> H
lnb_ratio        -0.091177
lnb_signal   -37846.154699
lnb_noise    -37846.063522
snr_median        1.202585
snr_max           3.148401
Name: 5213, dtype: float64
---------------
ml label: Koi_Fish
ml confidence: 0.8807060718536377
--> HL
index          5348.000000
lnb_ratio     17308.386507
lnb_signal   -77358.782132
lnb_noise    -94667.168639
snr_median      184.812421
snr_max         186.878352
Name: 5348, dtype: float64
--> L
lnb_ratio     17358.722206
lnb_signal   -38714.936081
lnb_noise    -56073.658287
snr_median      181.609453
snr_max         186.650018
Name: 5348, dtype: float64
--> H
lnb_ratio        -0.130678
lnb_signal   -38593.641030
lnb_noise    -38593.510352
snr_median        1.042080
snr_max           2.993801
Name: 5348, dtype: float64
---------------
ml label: Blip_Low_Frequency
ml confidence: 0.8993011116981506
--> HL
index          7575.000000
lnb_ratio        24.511897
lnb_signal   -51174.797006
lnb_noise    -51199.308903
snr_median        8.368541
snr_max          10.218533
Name: 7575, dtype: float64
--> L
lnb_ratio        31.887564
lnb_signal   -13391.182044
lnb_noise    -13423.069608
snr_median        8.026608
snr_max          10.192132
Name: 7575, dtype: float64
--> H
lnb_ratio        -0.057517
lnb_signal   -37776.296811
lnb_noise    -37776.239295
snr_median        1.325511
snr_max           3.109592
Name: 7575, dtype: float64
---------------
ml label: Extremely_Loud
ml confidence: 0.9999467134475708
--> HL
index         5.731000e+03
lnb_ratio     1.331935e+06
lnb_signal   -2.818873e+06
lnb_noise    -4.150808e+06
snr_median    1.620415e+03
snr_max       1.632183e+03
Name: 5731, dtype: float64
--> L
lnb_ratio     1.352274e+06
lnb_signal   -2.757522e+06
lnb_noise    -4.109796e+06
snr_median    1.620390e+03
snr_max       1.644590e+03
Name: 5731, dtype: float64
--> H
lnb_ratio        -0.029597
lnb_signal   -41012.386123
lnb_noise    -41012.356526
snr_median        1.631755
snr_max           3.580350
Name: 5731, dtype: float64
---------------
ml label: Koi_Fish
ml confidence: 0.5433129072189331
--> HL
index           5965.000000
lnb_ratio      27198.572532
lnb_signal    -87125.372186
lnb_noise    -114323.944718
snr_median       222.403107
snr_max          233.540007
Name: 5965, dtype: float64
--> L
lnb_ratio     28063.486201
lnb_signal   -44341.176734
lnb_noise    -72404.662935
snr_median      234.215096
snr_max         237.239904
Name: 5965, dtype: float64
--> H
lnb_ratio        -0.096833
lnb_signal   -41919.378616
lnb_noise    -41919.281783
snr_median        1.052704
snr_max           2.835782
Name: 5965, dtype: float64
---------------
ml label: Koi_Fish
ml confidence: 0.9491676688194276
--> HL
index          5937.000000
lnb_ratio       310.948490
lnb_signal   -49215.280261
lnb_noise    -49526.228751
snr_median       23.151348
snr_max          26.539798
Name: 5937, dtype: float64
--> L
lnb_ratio       317.539993
lnb_signal   -14453.251415
lnb_noise    -14770.791408
snr_median       23.749622
snr_max          26.421996
Name: 5937, dtype: float64
--> H
lnb_ratio        -0.057147
lnb_signal   -34755.494490
lnb_noise    -34755.437343
snr_median        1.337888
snr_max           3.102898
Name: 5937, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.9998785257339478
--> HL
index          5754.000000
lnb_ratio       108.849543
lnb_signal   -51745.500433
lnb_noise    -51854.349976
snr_median       13.852079
snr_max          16.776644
Name: 5754, dtype: float64
--> L
lnb_ratio       115.342891
lnb_signal   -13090.514258
lnb_noise    -13205.857149
snr_median       13.364490
snr_max          16.706194
Name: 5754, dtype: float64
--> H
lnb_ratio        -0.036588
lnb_signal   -38648.529414
lnb_noise    -38648.492827
snr_median        1.464744
snr_max           3.308918
Name: 5754, dtype: float64
---------------
ml label: Blip_Low_Frequency
ml confidence: 0.6704201102256775
--> HL
index          6891.000000
lnb_ratio       844.452195
lnb_signal   -57888.958835
lnb_noise    -58733.411030
snr_median       39.455961
snr_max          42.171653
Name: 6891, dtype: float64
--> L
lnb_ratio       851.784325
lnb_signal   -16904.565128
lnb_noise    -17756.349453
snr_median       40.497353
snr_max          42.167214
Name: 6891, dtype: float64
--> H
lnb_ratio        -0.060307
lnb_signal   -40977.121884
lnb_noise    -40977.061578
snr_median        1.290955
snr_max           3.072000
Name: 6891, dtype: float64
---------------
ml label: Blip_Low_Frequency
ml confidence: 0.9998207688331604
--> HL
index          7631.000000
lnb_ratio        15.716143
lnb_signal   -55304.858561
lnb_noise    -55320.574705
snr_median        7.143475
snr_max           8.893158
Name: 7631, dtype: float64
--> L
lnb_ratio        19.988656
lnb_signal   -17412.345144
lnb_noise    -17432.333800
snr_median        6.946683
snr_max           8.820316
Name: 7631, dtype: float64
--> H
lnb_ratio        -0.069385
lnb_signal   -37888.310290
lnb_noise    -37888.240904
snr_median        1.561927
snr_max           3.522245
Name: 7631, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.9999996423721312
--> HL
index          6968.000000
lnb_ratio       174.762314
lnb_signal   -47223.725405
lnb_noise    -47398.487719
snr_median       17.177022
snr_max          20.468932
Name: 6968, dtype: float64
--> L
lnb_ratio       183.458679
lnb_signal   -12322.796066
lnb_noise    -12506.254745
snr_median       16.732881
snr_max          20.461104
Name: 6968, dtype: float64
--> H
lnb_ratio        -0.015832
lnb_signal   -34892.248806
lnb_noise    -34892.232974
snr_median        1.507581
snr_max           3.291732
Name: 6968, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.9968921542167664
--> HL
index          5960.000000
lnb_ratio       124.432298
lnb_signal   -52276.397591
lnb_noise    -52400.829888
snr_median       15.158314
snr_max          17.839792
Name: 5960, dtype: float64
--> L
lnb_ratio       132.570848
lnb_signal   -12981.875482
lnb_noise    -13114.446330
snr_median       15.000956
snr_max          17.816927
Name: 5960, dtype: float64
--> H
lnb_ratio        -0.059768
lnb_signal   -39286.443327
lnb_noise    -39286.383559
snr_median        1.297251
snr_max           3.140906
Name: 5960, dtype: float64
---------------
ml label: Blip_Low_Frequency
ml confidence: 0.9345059990882874
--> HL
index          5867.000000
lnb_ratio        11.331381
lnb_signal   -51961.432168
lnb_noise    -51972.763549
snr_median        6.334806
snr_max           8.264283
Name: 5867, dtype: float64
--> L
lnb_ratio        14.778875
lnb_signal   -12511.202775
lnb_noise    -12525.981651
snr_median        6.524549
snr_max           8.099342
Name: 5867, dtype: float64
--> H
lnb_ratio        -0.062160
lnb_signal   -39446.844059
lnb_noise    -39446.781898
snr_median        1.887351
snr_max           4.272272
Name: 5867, dtype: float64
---------------
ml label: Blip_Low_Frequency
ml confidence: 0.9999788999557496
--> HL
index          5946.000000
lnb_ratio        10.767337
lnb_signal   -51156.607674
lnb_noise    -51167.375011
snr_median        6.170857
snr_max           7.746607
Name: 5946, dtype: float64
--> L
lnb_ratio        13.516860
lnb_signal   -12793.530477
lnb_noise    -12807.047338
snr_median        5.803640
snr_max           7.671629
Name: 5946, dtype: float64
--> H
lnb_ratio        -0.074088
lnb_signal   -38360.401762
lnb_noise    -38360.327673
snr_median        1.731789
snr_max           4.006492
Name: 5946, dtype: float64
---------------
ml label: Koi_Fish
ml confidence: 0.9987735152244568
--> HL
index          5948.000000
lnb_ratio      3358.253648
lnb_signal   -56742.601144
lnb_noise    -60100.854791
snr_median       77.470295
snr_max          82.571963
Name: 5948, dtype: float64
--> L
lnb_ratio      3366.927250
lnb_signal   -19141.789917
lnb_noise    -22508.717168
snr_median       79.452332
snr_max          82.559553
Name: 5948, dtype: float64
--> H
lnb_ratio        -0.023929
lnb_signal   -37592.161553
lnb_noise    -37592.137624
snr_median        1.520484
snr_max           3.305069
Name: 5948, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.9999747276306152
--> HL
index          6600.000000
lnb_ratio       986.362751
lnb_signal   -51850.506988
lnb_noise    -52836.869739
snr_median       39.989673
snr_max          45.391192
Name: 6600, dtype: float64
--> L
lnb_ratio       995.351347
lnb_signal   -12794.466416
lnb_noise    -13789.817762
snr_median       39.790353
snr_max          45.394095
Name: 6600, dtype: float64
--> H
lnb_ratio         0.030462
lnb_signal   -39047.021515
lnb_noise    -39047.051977
snr_median        1.973695
snr_max           3.961638
Name: 6600, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.9999994039535522
--> HL
index          6019.000000
lnb_ratio       227.017632
lnb_signal   -50566.920369
lnb_noise    -50793.938002
snr_median       19.535103
snr_max          22.877512
Name: 6019, dtype: float64
--> L
lnb_ratio       232.002724
lnb_signal   -13156.817002
lnb_noise    -13388.819726
snr_median       18.852718
snr_max          22.765079
Name: 6019, dtype: float64
--> H
lnb_ratio        -0.013053
lnb_signal   -37405.131328
lnb_noise    -37405.118275
snr_median        1.844818
snr_max           3.863235
Name: 6019, dtype: float64
---------------
ml label: Blip_Low_Frequency
ml confidence: 0.9994891881942748
--> HL
index          8162.000000
lnb_ratio        10.032705
lnb_signal   -47476.602082
lnb_noise    -47486.634787
snr_median        5.563824
snr_max           7.240934
Name: 8162, dtype: float64
--> L
lnb_ratio         8.039481
lnb_signal   -11738.693881
lnb_noise    -11746.733362
snr_median        5.015403
snr_max           6.614686
Name: 8162, dtype: float64
--> H
lnb_ratio        -0.076894
lnb_signal   -35739.978319
lnb_noise    -35739.901425
snr_median        1.572384
snr_max           3.702529
Name: 8162, dtype: float64
---------------
ml label: Blip_Low_Frequency
ml confidence: 0.845317006111145
--> HL
index          7420.000000
lnb_ratio        25.927912
lnb_signal   -50656.179861
lnb_noise    -50682.107773
snr_median        8.079922
snr_max          10.061649
Name: 7420, dtype: float64
--> L
lnb_ratio        31.302322
lnb_signal   -12857.711444
lnb_noise    -12889.013766
snr_median        8.066783
snr_max          10.048753
Name: 7420, dtype: float64
--> H
lnb_ratio        -0.069464
lnb_signal   -37793.163471
lnb_noise    -37793.094007
snr_median        1.270949
snr_max           3.155250
Name: 7420, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.9999709129333496
--> HL
index          7103.000000
lnb_ratio        91.323531
lnb_signal   -50266.166189
lnb_noise    -50357.489720
snr_median       13.343421
snr_max          15.617857
Name: 7103, dtype: float64
--> L
lnb_ratio        96.348693
lnb_signal   -12352.572249
lnb_noise    -12448.920942
snr_median       13.219935
snr_max          15.515882
Name: 7103, dtype: float64
--> H
lnb_ratio        -0.073316
lnb_signal   -37908.642094
lnb_noise    -37908.568778
snr_median        1.584386
snr_max           3.663155
Name: 7103, dtype: float64
---------------
ml label: Koi_Fish
ml confidence: 0.715844452381134
--> HL
index          5449.000000
lnb_ratio       633.239447
lnb_signal   -56851.207796
lnb_noise    -57484.447243
snr_median       33.301946
snr_max          36.716054
Name: 5449, dtype: float64
--> L
lnb_ratio       640.398688
lnb_signal   -17075.961242
lnb_noise    -17716.359931
snr_median       34.342092
snr_max          36.687172
Name: 5449, dtype: float64
--> H
lnb_ratio        -0.047758
lnb_signal   -39768.135070
lnb_noise    -39768.087312
snr_median        1.474033
snr_max           3.441465
Name: 5449, dtype: float64
---------------
ml label: Scattered_Light
ml confidence: 0.9293606281280518
--> HL
index          6841.000000
lnb_ratio        80.719367
lnb_signal   -49652.360362
lnb_noise    -49733.079729
snr_median       12.331880
snr_max          14.913559
Name: 6841, dtype: float64
--> L
lnb_ratio        88.949281
lnb_signal   -12968.378177
lnb_noise    -13057.327459
snr_median       11.503997
snr_max          14.908158
Name: 6841, dtype: float64
--> H
lnb_ratio        -0.064244
lnb_signal   -36675.816515
lnb_noise    -36675.752270
snr_median        1.369548
snr_max           3.172100
Name: 6841, dtype: float64
---------------
ml label: Extremely_Loud
ml confidence: 0.9931718111038208
--> HL
index           6845.000000
lnb_ratio      80439.898643
lnb_signal   -288273.779554
lnb_noise    -368713.678198
snr_median       381.233447
snr_max          401.257220
Name: 6845, dtype: float64
--> L
lnb_ratio      81863.621116
lnb_signal   -246215.182507
lnb_noise    -328078.803623
snr_median       401.388825
snr_max          404.791119
Name: 6845, dtype: float64
--> H
lnb_ratio        -0.015149
lnb_signal   -40634.889723
lnb_noise    -40634.874574
snr_median        1.772684
snr_max           3.717808
Name: 6845, dtype: float64
---------------
ml label: Blip_Low_Frequency
ml confidence: 0.9997844099998474
--> HL
index          6447.000000
lnb_ratio         6.516111
lnb_signal   -49163.975185
lnb_noise    -49170.491296
snr_median        5.398101
snr_max           6.967992
Name: 6447, dtype: float64
--> L
lnb_ratio        10.181308
lnb_signal   -13384.055200
lnb_noise    -13394.236508
snr_median        5.426288
snr_max           7.043153
Name: 6447, dtype: float64
--> H
lnb_ratio        -0.039514
lnb_signal   -35776.294302
lnb_noise    -35776.254788
snr_median        1.685550
snr_max           3.714895
Name: 6447, dtype: float64
---------------
ml label: Paired_Doves
ml confidence: 0.9564480781555176
--> HL
index          6553.000000
lnb_ratio        36.729817
lnb_signal   -50631.528676
lnb_noise    -50668.258492
snr_median        9.143686
snr_max          11.201206
Name: 6553, dtype: float64
--> L
lnb_ratio        43.519125
lnb_signal   -15026.664773
lnb_noise    -15070.183898
snr_median        9.196072
snr_max          11.177117
Name: 6553, dtype: float64
--> H
lnb_ratio         0.027577
lnb_signal   -35598.047018
lnb_noise    -35598.074595
snr_median        2.007189
snr_max           3.975717
Name: 6553, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.9976094961166382
--> HL
index          6585.000000
lnb_ratio       222.324831
lnb_signal   -51687.240577
lnb_noise    -51909.565408
snr_median       19.696387
snr_max          22.903985
Name: 6585, dtype: float64
--> L
lnb_ratio       230.536432
lnb_signal   -13793.691125
lnb_noise    -14024.227556
snr_median       19.556275
snr_max          22.912413
Name: 6585, dtype: float64
--> H
lnb_ratio        -0.084360
lnb_signal   -37885.422211
lnb_noise    -37885.337851
snr_median        1.590800
snr_max           3.668143
Name: 6585, dtype: float64
---------------
ml label: Blip
ml confidence: 0.9915055632591248
--> HL
index          9605.000000
lnb_ratio       175.961190
lnb_signal   -57127.930969
lnb_noise    -57303.892159
snr_median       17.641498
snr_max          20.582035
Name: 9605, dtype: float64
--> L
lnb_ratio       182.373081
lnb_signal   -16567.900124
lnb_noise    -16750.273205
snr_median       18.105002
snr_max          20.559026
Name: 9605, dtype: float64
--> H
lnb_ratio        -0.069249
lnb_signal   -40553.688203
lnb_noise    -40553.618954
snr_median        1.664009
snr_max           3.762333
Name: 9605, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.9999995231628418
--> HL
index          8373.000000
lnb_ratio       292.212614
lnb_signal   -51291.960799
lnb_noise    -51584.173413
snr_median       21.474572
snr_max          25.625899
Name: 8373, dtype: float64
--> L
lnb_ratio       300.004679
lnb_signal   -12517.824101
lnb_noise    -12817.828780
snr_median       20.874996
snr_max          25.627758
Name: 8373, dtype: float64
--> H
lnb_ratio        -0.046406
lnb_signal   -38766.391040
lnb_noise    -38766.344633
snr_median        1.627371
snr_max           3.580855
Name: 8373, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.9957731366157532
--> HL
index         10180.000000
lnb_ratio       852.048479
lnb_signal   -48246.987219
lnb_noise    -49099.035698
snr_median       37.399884
snr_max          42.325745
Name: 10180, dtype: float64
--> L
lnb_ratio       859.912381
lnb_signal   -12958.155367
lnb_noise    -13818.067748
snr_median       37.152482
snr_max          42.284680
Name: 10180, dtype: float64
--> H
lnb_ratio        -0.114369
lnb_signal   -35281.082320
lnb_noise    -35280.967950
snr_median        1.120052
snr_max           3.017466
Name: 10180, dtype: float64
---------------
ml label: Blip_Low_Frequency
ml confidence: 0.9997209906578064
--> HL
index          9467.000000
lnb_ratio        15.642631
lnb_signal   -48133.715912
lnb_noise    -48149.358543
snr_median        6.893975
snr_max           8.587186
Name: 9467, dtype: float64
--> L
lnb_ratio        19.450196
lnb_signal   -12477.839738
lnb_noise    -12497.289934
snr_median        6.763614
snr_max           8.415762
Name: 9467, dtype: float64
--> H
lnb_ratio         0.187641
lnb_signal   -35651.880969
lnb_noise    -35652.068610
snr_median        2.190041
snr_max           4.243824
Name: 9467, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.9999986886978148
--> HL
index          8449.000000
lnb_ratio       512.333436
lnb_signal   -51149.589171
lnb_noise    -51661.922608
snr_median       29.178963
snr_max          33.269037
Name: 8449, dtype: float64
--> L
lnb_ratio       520.598489
lnb_signal   -14081.206789
lnb_noise    -14601.805278
snr_median       28.544322
snr_max          33.228180
Name: 8449, dtype: float64
--> H
lnb_ratio         0.033297
lnb_signal   -37060.084033
lnb_noise    -37060.117330
snr_median        1.976148
snr_max           3.927540
Name: 8449, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.9999769926071168
--> HL
index          8978.000000
lnb_ratio       248.397167
lnb_signal   -49933.309813
lnb_noise    -50181.706980
snr_median       20.560767
snr_max          23.961287
Name: 8978, dtype: float64
--> L
lnb_ratio       255.743579
lnb_signal   -13523.470824
lnb_noise    -13779.214404
snr_median       19.908730
snr_max          23.862218
Name: 8978, dtype: float64
--> H
lnb_ratio        -0.048805
lnb_signal   -36402.541381
lnb_noise    -36402.492576
snr_median        1.492914
snr_max           3.326588
Name: 8978, dtype: float64
---------------
ml label: Blip_Low_Frequency
ml confidence: 0.929069459438324
--> HL
index          9966.000000
lnb_ratio        15.701676
lnb_signal   -50687.685097
lnb_noise    -50703.386773
snr_median        6.907135
snr_max           8.769841
Name: 9966, dtype: float64
--> L
lnb_ratio        18.995299
lnb_signal   -12929.970532
lnb_noise    -12948.965831
snr_median        6.966608
snr_max           8.693950
Name: 9966, dtype: float64
--> H
lnb_ratio         0.004378
lnb_signal   -37754.416564
lnb_noise    -37754.420942
snr_median        1.724889
snr_max           3.727900
Name: 9966, dtype: float64
---------------
ml label: Blip_Low_Frequency
ml confidence: 0.9996333122253418
--> HL
index          9728.000000
lnb_ratio        15.261604
lnb_signal   -49249.166318
lnb_noise    -49264.427922
snr_median        6.236115
snr_max           8.138529
Name: 9728, dtype: float64
--> L
lnb_ratio        14.868759
lnb_signal   -12406.955856
lnb_noise    -12421.824615
snr_median        5.932474
snr_max           7.720748
Name: 9728, dtype: float64
--> H
lnb_ratio         0.198799
lnb_signal   -36842.404508
lnb_noise    -36842.603307
snr_median        2.495114
snr_max           4.355296
Name: 9728, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.999983549118042
--> HL
index          9914.000000
lnb_ratio       122.644275
lnb_signal   -48662.857519
lnb_noise    -48785.501794
snr_median       14.817065
snr_max          17.672293
Name: 9914, dtype: float64
--> L
lnb_ratio       129.267421
lnb_signal   -12888.681840
lnb_noise    -13017.949261
snr_median       14.630381
snr_max          17.609702
Name: 9914, dtype: float64
--> H
lnb_ratio        -0.066471
lnb_signal   -35767.619004
lnb_noise    -35767.552533
snr_median        1.673473
snr_max           3.836090
Name: 9914, dtype: float64
---------------
ml label: Extremely_Loud
ml confidence: 0.950781226158142
--> HL
index           9880.000000
lnb_ratio      16700.041342
lnb_signal   -289584.090975
lnb_noise    -306284.132317
snr_median       181.457673
snr_max          183.167007
Name: 9880, dtype: float64
--> L
lnb_ratio      16629.316687
lnb_signal   -254135.558216
lnb_noise    -270764.874904
snr_median       179.104540
snr_max          182.649620
Name: 9880, dtype: float64
--> H
lnb_ratio        -0.098225
lnb_signal   -35519.355638
lnb_noise    -35519.257413
snr_median        1.184921
snr_max           3.109630
Name: 9880, dtype: float64
---------------
ml label: Blip
ml confidence: 0.9999877214431764
--> HL
index          9969.000000
lnb_ratio        54.150344
lnb_signal   -49029.266664
lnb_noise    -49083.417009
snr_median       10.471351
snr_max          12.740062
Name: 9969, dtype: float64
--> L
lnb_ratio        59.956656
lnb_signal   -13525.941316
lnb_noise    -13585.897972
snr_median       10.618429
snr_max          12.699184
Name: 9969, dtype: float64
--> H
lnb_ratio        -0.067314
lnb_signal   -35497.586351
lnb_noise    -35497.519037
snr_median        1.343996
snr_max           3.189424
Name: 9969, dtype: float64
---------------
ml label: Blip_Low_Frequency
ml confidence: 0.984460175037384
--> HL
index         10749.000000
lnb_ratio        18.566459
lnb_signal   -48234.629674
lnb_noise    -48253.196134
snr_median        7.533401
snr_max           9.167841
Name: 10749, dtype: float64
--> L
lnb_ratio        21.647515
lnb_signal   -12810.290334
lnb_noise    -12831.937848
snr_median        7.342999
snr_max           9.055298
Name: 10749, dtype: float64
--> H
lnb_ratio        -0.104434
lnb_signal   -35421.362719
lnb_noise    -35421.258285
snr_median        1.445117
snr_max           3.511046
Name: 10749, dtype: float64
---------------
ml label: Blip_Low_Frequency
ml confidence: 0.9998852014541626
--> HL
index          9497.000000
lnb_ratio        25.627667
lnb_signal   -49475.890311
lnb_noise    -49501.517978
snr_median        8.293592
snr_max          10.100672
Name: 9497, dtype: float64
--> L
lnb_ratio        31.734001
lnb_signal   -12513.776223
lnb_noise    -12545.510223
snr_median        7.919994
snr_max          10.082246
Name: 9497, dtype: float64
--> H
lnb_ratio        -0.071785
lnb_signal   -36956.079540
lnb_noise    -36956.007754
snr_median        1.685952
snr_max           3.706247
Name: 9497, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.6336238980293274
--> HL
index          9845.000000
lnb_ratio        71.054718
lnb_signal   -56098.508267
lnb_noise    -56169.562985
snr_median       11.621923
snr_max          14.127782
Name: 9845, dtype: float64
--> L
lnb_ratio        76.809627
lnb_signal   -12291.837284
lnb_noise    -12368.646912
snr_median       11.290597
snr_max          14.069095
Name: 9845, dtype: float64
--> H
lnb_ratio        -0.021658
lnb_signal   -43800.937731
lnb_noise    -43800.916074
snr_median        1.517396
snr_max           3.341988
Name: 9845, dtype: float64
---------------
ml label: Blip_Low_Frequency
ml confidence: 0.9997922778129578
--> HL
index          8486.000000
lnb_ratio        17.388259
lnb_signal   -50212.659151
lnb_noise    -50230.047410
snr_median        7.124640
snr_max           8.911356
Name: 8486, dtype: float64
--> L
lnb_ratio        21.001663
lnb_signal   -12225.910082
lnb_noise    -12246.911745
snr_median        6.955398
snr_max           8.843329
Name: 8486, dtype: float64
--> H
lnb_ratio        -0.056796
lnb_signal   -37983.192461
lnb_noise    -37983.135665
snr_median        1.470655
snr_max           3.370210
Name: 8486, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.9999997615814208
--> HL
index          9729.000000
lnb_ratio       220.024643
lnb_signal   -47920.662361
lnb_noise    -48140.687005
snr_median       20.310247
snr_max          22.773452
Name: 9729, dtype: float64
--> L
lnb_ratio       225.886247
lnb_signal   -12304.602198
lnb_noise    -12530.488445
snr_median       18.749996
snr_max          22.500662
Name: 9729, dtype: float64
--> H
lnb_ratio        -0.043120
lnb_signal   -35610.241680
lnb_noise    -35610.198559
snr_median        1.372479
snr_max           3.273280
Name: 9729, dtype: float64
---------------
ml label: Extremely_Loud
ml confidence: 0.9934232234954834
--> HL
index          10171.000000
lnb_ratio     122732.365463
lnb_signal   -551970.692411
lnb_noise    -674703.057873
snr_median       490.878081
snr_max          495.616437
Name: 10171, dtype: float64
--> L
lnb_ratio     124128.777223
lnb_signal   -511210.077601
lnb_noise    -635338.854824
snr_median       495.669992
snr_max          498.397234
Name: 10171, dtype: float64
--> H
lnb_ratio        -0.020633
lnb_signal   -39364.223681
lnb_noise    -39364.203048
snr_median        1.586701
snr_max           3.471874
Name: 10171, dtype: float64
---------------
ml label: Koi_Fish
ml confidence: 0.9886868000030518
--> HL
index         12685.000000
lnb_ratio      3795.780276
lnb_signal   -64122.914652
lnb_noise    -67918.694928
snr_median       82.993995
snr_max          87.745075
Name: 12685, dtype: float64
--> L
lnb_ratio      3802.742307
lnb_signal   -22455.887153
lnb_noise    -26258.629461
snr_median       84.635990
snr_max          87.727686
Name: 12685, dtype: float64
--> H
lnb_ratio         0.006696
lnb_signal   -41660.058771
lnb_noise    -41660.065467
snr_median        2.028689
snr_max           4.261108
Name: 12685, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.6663764119148254
--> HL
index         12563.000000
lnb_ratio        13.331962
lnb_signal   -50072.422187
lnb_noise    -50085.754148
snr_median        6.759218
snr_max           8.832188
Name: 12563, dtype: float64
--> L
lnb_ratio        18.424974
lnb_signal   -12432.792376
lnb_noise    -12451.217350
snr_median        6.691048
snr_max           8.919132
Name: 12563, dtype: float64
--> H
lnb_ratio        -0.076301
lnb_signal   -37634.613100
lnb_noise    -37634.536798
snr_median        1.263918
snr_max           3.110323
Name: 12563, dtype: float64
---------------
ml label: Blip_Low_Frequency
ml confidence: 0.8642699718475342
--> HL
index         12229.000000
lnb_ratio        25.059681
lnb_signal   -49496.881703
lnb_noise    -49521.941384
snr_median        7.915403
snr_max          10.054895
Name: 12229, dtype: float64
--> L
lnb_ratio        30.888475
lnb_signal   -13803.514758
lnb_noise    -13834.403232
snr_median        7.888720
snr_max          10.080500
Name: 12229, dtype: float64
--> H
lnb_ratio         0.034083
lnb_signal   -35687.504068
lnb_noise    -35687.538151
snr_median        2.436613
snr_max           4.761311
Name: 12229, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.7635802030563354
--> HL
index         12885.000000
lnb_ratio        54.746270
lnb_signal   -46649.777832
lnb_noise    -46704.524102
snr_median       10.574414
snr_max          12.821124
Name: 12885, dtype: float64
--> L
lnb_ratio        59.929456
lnb_signal   -12970.061952
lnb_noise    -13029.991408
snr_median       10.103538
snr_max          12.726088
Name: 12885, dtype: float64
--> H
lnb_ratio        -0.056327
lnb_signal   -33674.589020
lnb_noise    -33674.532694
snr_median        1.746868
snr_max           3.755840
Name: 12885, dtype: float64
---------------
ml label: Blip
ml confidence: 0.9919156432151794
--> HL
index         12881.000000
lnb_ratio         0.003654
lnb_signal   -46748.438966
lnb_noise    -46748.442621
snr_median        2.939387
snr_max           5.203977
Name: 12881, dtype: float64
--> L
lnb_ratio         0.350225
lnb_signal   -12171.011097
lnb_noise    -12171.361322
snr_median        2.482914
snr_max           4.523057
Name: 12881, dtype: float64
--> H
lnb_ratio        -0.053938
lnb_signal   -34577.135236
lnb_noise    -34577.081298
snr_median        1.213152
snr_max           2.896352
Name: 12881, dtype: float64
---------------
ml label: Extremely_Loud
ml confidence: 0.805696964263916
--> HL
index          12917.000000
lnb_ratio      50364.044355
lnb_signal   -160939.896705
lnb_noise    -211303.941060
snr_median       311.820388
snr_max          318.309310
Name: 12917, dtype: float64
--> L
lnb_ratio      48812.572707
lnb_signal   -128558.968674
lnb_noise    -177371.541381
snr_median       296.868611
snr_max          312.647777
Name: 12917, dtype: float64
--> H
lnb_ratio         0.009131
lnb_signal   -33932.390548
lnb_noise    -33932.399679
snr_median        1.933566
snr_max           3.894980
Name: 12917, dtype: float64
---------------
ml label: Blip
ml confidence: 0.9431235790252686
--> HL
index         11553.000000
lnb_ratio         4.117017
lnb_signal   -46625.375337
lnb_noise    -46629.492353
snr_median        5.010057
snr_max           6.908429
Name: 11553, dtype: float64
--> L
lnb_ratio         7.925612
lnb_signal   -12869.104527
lnb_noise    -12877.030139
snr_median        5.422548
snr_max           6.958596
Name: 11553, dtype: float64
--> H
lnb_ratio        -0.046466
lnb_signal   -33752.508680
lnb_noise    -33752.462214
snr_median        1.469037
snr_max           3.365141
Name: 11553, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.9999995231628418
--> HL
index         13210.000000
lnb_ratio        98.095332
lnb_signal   -45820.435136
lnb_noise    -45918.530468
snr_median       13.700424
snr_max          16.080808
Name: 13210, dtype: float64
--> L
lnb_ratio       105.232318
lnb_signal   -12391.348719
lnb_noise    -12496.581037
snr_median       13.312119
snr_max          16.062520
Name: 13210, dtype: float64
--> H
lnb_ratio        -0.043338
lnb_signal   -33421.992769
lnb_noise    -33421.949431
snr_median        1.326343
snr_max           3.121825
Name: 13210, dtype: float64
---------------
ml label: Extremely_Loud
ml confidence: 0.5585382580757141
--> HL
index          11363.000000
lnb_ratio      40622.642933
lnb_signal    -93822.869753
lnb_noise    -134445.512686
snr_median       203.710240
snr_max          285.214615
Name: 11363, dtype: float64
--> L
lnb_ratio     42320.427300
lnb_signal   -56399.245458
lnb_noise    -98719.672758
snr_median      289.482285
snr_max         291.206359
Name: 11363, dtype: float64
--> H
lnb_ratio        -0.017260
lnb_signal   -35725.857189
lnb_noise    -35725.839928
snr_median        1.622337
snr_max           3.444301
Name: 11363, dtype: float64
---------------
ml label: Blip
ml confidence: 0.965643048286438
--> HL
index         11963.000000
lnb_ratio        17.953488
lnb_signal   -50833.626589
lnb_noise    -50851.580077
snr_median        6.849417
snr_max           8.916592
Name: 11963, dtype: float64
--> L
lnb_ratio        18.576741
lnb_signal   -13120.030521
lnb_noise    -13138.607262
snr_median        6.607779
snr_max           8.379819
Name: 11963, dtype: float64
--> H
lnb_ratio        -0.014373
lnb_signal   -37712.987189
lnb_noise    -37712.972816
snr_median        1.945035
snr_max           4.105704
Name: 11963, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.8588895201683044
--> HL
index         11688.000000
lnb_ratio        25.403871
lnb_signal   -48701.402407
lnb_noise    -48726.806278
snr_median        8.397695
snr_max          10.267357
Name: 11688, dtype: float64
--> L
lnb_ratio        32.529728
lnb_signal   -12261.121143
lnb_noise    -12293.650871
snr_median        8.230728
snr_max          10.184895
Name: 11688, dtype: float64
--> H
lnb_ratio         0.011585
lnb_signal   -36433.143822
lnb_noise    -36433.155406
snr_median        1.851882
snr_max           3.751569
Name: 11688, dtype: float64
---------------
ml label: Blip_Low_Frequency
ml confidence: 0.5366567969322205
--> HL
index         13153.000000
lnb_ratio       611.553608
lnb_signal   -47666.160769
lnb_noise    -48277.714377
snr_median       32.559479
snr_max          36.108633
Name: 13153, dtype: float64
--> L
lnb_ratio       618.925529
lnb_signal   -13329.531289
lnb_noise    -13948.456818
snr_median       33.348559
snr_max          36.075633
Name: 13153, dtype: float64
--> H
lnb_ratio        -0.077137
lnb_signal   -34329.334696
lnb_noise    -34329.257559
snr_median        1.538229
snr_max           3.567549
Name: 13153, dtype: float64
---------------
ml label: Blip
ml confidence: 0.996720016002655
--> HL
index         11186.000000
lnb_ratio         8.873468
lnb_signal   -51402.209938
lnb_noise    -51411.083406
snr_median        5.411930
snr_max           6.960286
Name: 11186, dtype: float64
--> L
lnb_ratio         7.417283
lnb_signal   -12933.957515
lnb_noise    -12941.374798
snr_median        5.115078
snr_max           6.687825
Name: 11186, dtype: float64
--> H
lnb_ratio         0.022888
lnb_signal   -38469.685721
lnb_noise    -38469.708608
snr_median        1.856362
snr_max           3.851146
Name: 11186, dtype: float64
---------------
ml label: Blip_Low_Frequency
ml confidence: 0.9310495257377625
--> HL
index         10904.000000
lnb_ratio         4.182612
lnb_signal   -49291.424585
lnb_noise    -49295.607197
snr_median        4.648281
snr_max           6.445985
Name: 10904, dtype: float64
--> L
lnb_ratio         6.225610
lnb_signal   -12086.679761
lnb_noise    -12092.905370
snr_median        4.492184
snr_max           6.199284
Name: 10904, dtype: float64
--> H
lnb_ratio        -0.013104
lnb_signal   -37202.714930
lnb_noise    -37202.701826
snr_median        1.743706
snr_max           3.690391
Name: 10904, dtype: float64
---------------
ml label: Blip_Low_Frequency
ml confidence: 0.9092598557472228
--> HL
index         11242.000000
lnb_ratio       327.591689
lnb_signal   -50882.127434
lnb_noise    -51209.719123
snr_median       25.320365
snr_max          27.396237
Name: 11242, dtype: float64
--> L
lnb_ratio       333.811913
lnb_signal   -15057.107582
lnb_noise    -15390.919494
snr_median       25.475476
snr_max          27.216511
Name: 11242, dtype: float64
--> H
lnb_ratio        -0.087263
lnb_signal   -35818.886891
lnb_noise    -35818.799628
snr_median        1.125762
snr_max           2.933241
Name: 11242, dtype: float64
---------------
ml label: Blip_Low_Frequency
ml confidence: 0.9999796152114868
--> HL
index         14765.000000
lnb_ratio        17.721713
lnb_signal   -50561.129469
lnb_noise    -50578.851183
snr_median        6.847181
snr_max           8.817032
Name: 14765, dtype: float64
--> L
lnb_ratio        19.072682
lnb_signal   -15614.682333
lnb_noise    -15633.755016
snr_median        6.519672
snr_max           8.580268
Name: 14765, dtype: float64
--> H
lnb_ratio        -0.059159
lnb_signal   -34945.155326
lnb_noise    -34945.096167
snr_median        1.181920
snr_max           2.946471
Name: 14765, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.9999985694885254
--> HL
index         14378.000000
lnb_ratio        52.449996
lnb_signal   -45141.293183
lnb_noise    -45193.743179
snr_median       10.368774
snr_max          12.809273
Name: 14378, dtype: float64
--> L
lnb_ratio        59.002770
lnb_signal   -13274.554701
lnb_noise    -13333.557471
snr_median       10.385657
snr_max          12.792401
Name: 14378, dtype: float64
--> H
lnb_ratio        -0.013475
lnb_signal   -31860.199184
lnb_noise    -31860.185708
snr_median        1.866179
snr_max           3.897913
Name: 14378, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.9999479055404664
--> HL
index         15719.000000
lnb_ratio        39.822730
lnb_signal   -45832.497060
lnb_noise    -45872.319790
snr_median        9.978538
snr_max          11.667656
Name: 15719, dtype: float64
--> L
lnb_ratio        44.643302
lnb_signal   -12288.959970
lnb_noise    -12333.603272
snr_median        9.522855
snr_max          11.418681
Name: 15719, dtype: float64
--> H
lnb_ratio        -0.059005
lnb_signal   -33538.775523
lnb_noise    -33538.716518
snr_median        1.198649
snr_max           2.899728
Name: 15719, dtype: float64
---------------
ml label: Blip_Low_Frequency
ml confidence: 0.9999716281890868
--> HL
index         13932.000000
lnb_ratio        18.536559
lnb_signal   -48748.959144
lnb_noise    -48767.495703
snr_median        6.712486
snr_max           8.670494
Name: 13932, dtype: float64
--> L
lnb_ratio        19.990112
lnb_signal   -13155.073781
lnb_noise    -13175.063893
snr_median        6.480164
snr_max           8.449250
Name: 13932, dtype: float64
--> H
lnb_ratio        -0.071006
lnb_signal   -35592.502816
lnb_noise    -35592.431810
snr_median        1.419964
snr_max           3.431116
Name: 13932, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.9999997615814208
--> HL
index         13880.000000
lnb_ratio       179.854703
lnb_signal   -46389.551951
lnb_noise    -46569.406654
snr_median       17.586532
snr_max          20.750925
Name: 13880, dtype: float64
--> L
lnb_ratio       187.536718
lnb_signal   -12346.682820
lnb_noise    -12534.219539
snr_median       16.993223
snr_max          20.718819
Name: 13880, dtype: float64
--> H
lnb_ratio        -0.076963
lnb_signal   -34035.264078
lnb_noise    -34035.187115
snr_median        1.192488
snr_max           3.037734
Name: 13880, dtype: float64
---------------
ml label: Koi_Fish
ml confidence: 0.9307575821876526
--> HL
index         13584.000000
lnb_ratio       504.970670
lnb_signal   -52428.561282
lnb_noise    -52933.531952
snr_median       29.286111
snr_max          33.098805
Name: 13584, dtype: float64
--> L
lnb_ratio       510.834055
lnb_signal   -17189.025165
lnb_noise    -17699.859220
snr_median       30.157010
snr_max          33.052423
Name: 13584, dtype: float64
--> H
lnb_ratio        -0.023187
lnb_signal   -35233.695919
lnb_noise    -35233.672733
snr_median        1.407776
snr_max           3.187126
Name: 13584, dtype: float64
---------------
ml label: Low_Frequency_Burst
ml confidence: 0.3669014275074005
--> HL
index         14454.000000
lnb_ratio        -0.193500
lnb_signal   -45241.161262
lnb_noise    -45240.967762
snr_median        1.656855
snr_max           3.657988
Name: 14454, dtype: float64
--> L
lnb_ratio        -0.142524
lnb_signal   -12253.872701
lnb_noise    -12253.730178
snr_median        1.140246
snr_max           2.832260
Name: 14454, dtype: float64
--> H
lnb_ratio        -0.038360
lnb_signal   -32987.275945
lnb_noise    -32987.237584
snr_median        2.044602
snr_max           4.420738
Name: 14454, dtype: float64
---------------
ml label: Fast_Scattering
ml confidence: 0.5493214726448059
--> HL
index         15353.000000
lnb_ratio         0.078876
lnb_signal   -48617.033403
lnb_noise    -48617.112279
snr_median        2.206385
snr_max           3.890355
Name: 15353, dtype: float64
--> L
lnb_ratio         0.131776
lnb_signal   -12507.570741
lnb_noise    -12507.702517
snr_median        2.286564
snr_max           4.045466
Name: 15353, dtype: float64
--> H
lnb_ratio         0.012902
lnb_signal   -36109.396861
lnb_noise    -36109.409762
snr_median        1.655655
snr_max           3.575818
Name: 15353, dtype: float64
---------------
ml label: Blip
ml confidence: 0.9997084736824036
--> HL
index         15419.000000
lnb_ratio       100.816502
lnb_signal   -59210.997079
lnb_noise    -59311.813580
snr_median       14.151626
snr_max          16.306522
Name: 15419, dtype: float64
--> L
lnb_ratio       103.261015
lnb_signal   -13498.819136
lnb_noise    -13602.080151
snr_median       14.421049
snr_max          16.034019
Name: 15419, dtype: float64
--> H
lnb_ratio        -0.061116
lnb_signal   -45709.794545
lnb_noise    -45709.733430
snr_median        1.317487
snr_max           3.057152
Name: 15419, dtype: float64
---------------
ml label: Blip_Low_Frequency
ml confidence: 0.6521264910697937
--> HL
index         13818.000000
lnb_ratio       541.871856
lnb_signal   -52280.205435
lnb_noise    -52822.077290
snr_median       30.841471
snr_max          34.077727
Name: 13818, dtype: float64
--> L
lnb_ratio       548.398907
lnb_signal   -14884.978620
lnb_noise    -15433.377527
snr_median       31.853065
snr_max          34.043925
Name: 13818, dtype: float64
--> H
lnb_ratio        -0.024277
lnb_signal   -37388.724041
lnb_noise    -37388.699763
snr_median        1.764332
snr_max           3.875041
Name: 13818, dtype: float64
---------------
ml label: Blip_Low_Frequency
ml confidence: 0.7370548844337463
--> HL
index         16217.000000
lnb_ratio        -0.097691
lnb_signal   -46228.256531
lnb_noise    -46228.158840
snr_median        2.115760
snr_max           4.059219
Name: 16216, dtype: float64
--> L
lnb_ratio        27.598940
lnb_signal   -12682.043789
lnb_noise    -12709.642729
snr_median        7.522859
snr_max           9.356946
Name: 16216, dtype: float64
--> H
lnb_ratio         0.025629
lnb_signal   -34564.513428
lnb_noise    -34564.539057
snr_median        2.364999
snr_max           4.579264
Name: 16216, dtype: float64
---------------
ml label: Blip_Low_Frequency
ml confidence: 0.7945510149002075
--> HL
index         14563.000000
lnb_ratio        36.035839
lnb_signal   -49275.060181
lnb_noise    -49311.096020
snr_median        9.383672
snr_max          11.162207
Name: 14563, dtype: float64
--> L
lnb_ratio        41.634826
lnb_signal   -14023.645330
lnb_noise    -14065.280156
snr_median        9.510297
snr_max          11.044105
Name: 14563, dtype: float64
--> H
lnb_ratio        -0.001632
lnb_signal   -35245.817496
lnb_noise    -35245.815864
snr_median        1.729963
snr_max           3.697395
Name: 14563, dtype: float64
---------------
ml label: Blip
ml confidence: 0.9983439445495604
--> HL
index         16197.000000
lnb_ratio        -0.055317
lnb_signal   -49509.923001
lnb_noise    -49509.867684
snr_median        2.211022
snr_max           4.214534
Name: 16196, dtype: float64
--> L
lnb_ratio        29.738345
lnb_signal   -13007.621025
lnb_noise    -13037.359370
snr_median        7.769793
snr_max           9.777361
Name: 16196, dtype: float64
--> H
lnb_ratio        -0.044494
lnb_signal   -32781.285152
lnb_noise    -32781.240658
snr_median        1.600905
snr_max           3.657737
Name: 16196, dtype: float64
---------------
ml label: Blip_Low_Frequency
ml confidence: 0.99643874168396
--> HL
index         14062.000000
lnb_ratio        15.937302
lnb_signal   -50633.727811
lnb_noise    -50649.665113
snr_median        6.749982
snr_max           8.523096
Name: 14062, dtype: float64
--> L
lnb_ratio        17.090516
lnb_signal   -16478.440718
lnb_noise    -16495.531233
snr_median        6.292675
snr_max           8.302181
Name: 14062, dtype: float64
--> H
lnb_ratio        -0.074318
lnb_signal   -34154.208198
lnb_noise    -34154.133879
snr_median        1.396993
snr_max           3.374794
Name: 14062, dtype: float64
---------------
ml label: Fast_Scattering
ml confidence: 0.9493098855018616
--> HL
index         16194.000000
lnb_ratio         0.117321
lnb_signal   -45314.270287
lnb_noise    -45314.387609
snr_median        3.497951
snr_max           5.825265
Name: 16193, dtype: float64
--> L
lnb_ratio         7.084969
lnb_signal   -20749.941135
lnb_noise    -20757.026104
snr_median        5.724264
snr_max           7.860653
Name: 16193, dtype: float64
--> H
lnb_ratio        -0.070865
lnb_signal   -35655.721399
lnb_noise    -35655.650534
snr_median        1.553313
snr_max           3.521918
Name: 16193, dtype: float64
---------------
ml label: Blip_Low_Frequency
ml confidence: 0.9999946355819702
--> HL
index         15578.000000
lnb_ratio        10.869807
lnb_signal   -49753.757887
lnb_noise    -49764.627694
snr_median        5.855580
snr_max           7.670704
Name: 15578, dtype: float64
--> L
lnb_ratio        13.083302
lnb_signal   -16371.312067
lnb_noise    -16384.395369
snr_median        5.724905
snr_max           7.456045
Name: 15578, dtype: float64
--> H
lnb_ratio        -0.005040
lnb_signal   -33380.237365
lnb_noise    -33380.232325
snr_median        2.012880
snr_max           4.102015
Name: 15578, dtype: float64
---------------
ml label: Fast_Scattering
ml confidence: 0.9975656270980836
--> HL
index         16159.000000
lnb_ratio         0.128494
lnb_signal   -50499.605106
lnb_noise    -50499.733600
snr_median        2.644994
snr_max           4.535995
Name: 16158, dtype: float64
--> L
lnb_ratio        -0.148875
lnb_signal   -11980.497962
lnb_noise    -11980.349087
snr_median        1.303159
snr_max           3.215428
Name: 16158, dtype: float64
--> H
lnb_ratio        -0.088483
lnb_signal   -33176.524912
lnb_noise    -33176.436429
snr_median        1.135018
snr_max           3.027474
Name: 16158, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.9999997615814208
--> HL
index         14556.000000
lnb_ratio       246.654050
lnb_signal   -51297.462411
lnb_noise    -51544.116461
snr_median       20.605193
snr_max          23.771031
Name: 14556, dtype: float64
--> L
lnb_ratio       252.646728
lnb_signal   -16453.826210
lnb_noise    -16706.472938
snr_median       20.433214
snr_max          23.698063
Name: 14556, dtype: float64
--> H
lnb_ratio         0.009067
lnb_signal   -34837.634457
lnb_noise    -34837.643523
snr_median        1.821160
snr_max           3.679278
Name: 14556, dtype: float64
---------------
ml label: Blip_Low_Frequency
ml confidence: 0.9239211082458496
--> HL
index         16176.000000
lnb_ratio         0.040569
lnb_signal   -51402.620378
lnb_noise    -51402.660947
snr_median        2.267514
snr_max           4.054836
Name: 16175, dtype: float64
--> L
lnb_ratio        15.237536
lnb_signal   -18368.275462
lnb_noise    -18383.512997
snr_median        5.950204
snr_max           7.732042
Name: 16175, dtype: float64
--> H
lnb_ratio         0.012686
lnb_signal   -33377.697281
lnb_noise    -33377.709967
snr_median        2.053806
snr_max           4.075123
Name: 16175, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.9999998807907104
--> HL
index         15601.000000
lnb_ratio       178.423023
lnb_signal   -45432.295275
lnb_noise    -45610.718298
snr_median       17.423390
snr_max          20.765059
Name: 15601, dtype: float64
--> L
lnb_ratio       186.864907
lnb_signal   -12355.394814
lnb_noise    -12542.259721
snr_median       16.971211
snr_max          20.741478
Name: 15601, dtype: float64
--> H
lnb_ratio        -0.090488
lnb_signal   -33068.549065
lnb_noise    -33068.458577
snr_median        1.229054
snr_max           3.073253
Name: 15601, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.7587687969207764
--> HL
index         14335.000000
lnb_ratio        31.666016
lnb_signal   -47529.438418
lnb_noise    -47561.104434
snr_median        8.987446
snr_max          10.947295
Name: 14335, dtype: float64
--> L
lnb_ratio        39.165112
lnb_signal   -12503.747344
lnb_noise    -12542.912456
snr_median        9.422360
snr_max          10.950678
Name: 14335, dtype: float64
--> H
lnb_ratio         0.086986
lnb_signal   -35018.104992
lnb_noise    -35018.191978
snr_median        2.287992
snr_max           4.141569
Name: 14335, dtype: float64
---------------
ml label: Fast_Scattering
ml confidence: 0.969190239906311
--> HL
index         14618.000000
lnb_ratio        -0.147461
lnb_signal   -47134.036586
lnb_noise    -47133.889124
snr_median        2.496377
snr_max           4.834669
Name: 14618, dtype: float64
--> L
lnb_ratio        -0.064396
lnb_signal   -12126.652913
lnb_noise    -12126.588517
snr_median        2.430720
snr_max           4.702999
Name: 14618, dtype: float64
--> H
lnb_ratio        -0.071382
lnb_signal   -35007.371990
lnb_noise    -35007.300608
snr_median        1.671621
snr_max           3.780703
Name: 14618, dtype: float64
---------------
ml label: Fast_Scattering
ml confidence: 0.999975562095642
--> HL
index         17490.000000
lnb_ratio         0.680410
lnb_signal   -46345.830277
lnb_noise    -46346.510687
snr_median        3.754919
snr_max           5.525874
Name: 17489, dtype: float64
--> L
lnb_ratio         5.292997
lnb_signal   -13183.399340
lnb_noise    -13188.692337
snr_median        5.461560
snr_max           7.709521
Name: 17489, dtype: float64
--> H
lnb_ratio        -0.132814
lnb_signal   -34414.759579
lnb_noise    -34414.626765
snr_median        1.123944
snr_max           3.190404
Name: 17489, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.9995563626289368
--> HL
index         20713.000000
lnb_ratio        -0.026945
lnb_signal   -48247.632178
lnb_noise    -48247.605233
snr_median        2.094098
snr_max           3.862886
Name: 20712, dtype: float64
--> L
lnb_ratio       266.389480
lnb_signal   -12513.563226
lnb_noise    -12779.952706
snr_median       19.246182
snr_max          24.250631
Name: 20712, dtype: float64
--> H
lnb_ratio        -0.023771
lnb_signal   -32479.079186
lnb_noise    -32479.055415
snr_median        1.856940
snr_max           4.122485
Name: 20712, dtype: float64
---------------
ml label: Fast_Scattering
ml confidence: 0.9999905824661256
--> HL
index         16965.000000
lnb_ratio         1.172214
lnb_signal   -46433.476259
lnb_noise    -46434.648472
snr_median        4.647451
snr_max           6.932570
Name: 16964, dtype: float64
--> L
lnb_ratio         2.049701
lnb_signal   -13608.827496
lnb_noise    -13610.877197
snr_median        4.623152
snr_max           6.654653
Name: 16964, dtype: float64
--> H
lnb_ratio        -0.084271
lnb_signal   -33778.000951
lnb_noise    -33777.916680
snr_median        1.426562
snr_max           3.497776
Name: 16964, dtype: float64
---------------
ml label: Fast_Scattering
ml confidence: 0.9999860525131226
--> HL
index         17038.000000
lnb_ratio         0.151473
lnb_signal   -51864.142443
lnb_noise    -51864.293916
snr_median        3.431348
snr_max           5.650464
Name: 17037, dtype: float64
--> L
lnb_ratio        31.529399
lnb_signal   -13295.891240
lnb_noise    -13327.420639
snr_median        8.720187
snr_max          11.191015
Name: 17037, dtype: float64
--> H
lnb_ratio         0.038505
lnb_signal   -32128.651882
lnb_noise    -32128.690387
snr_median        1.882148
snr_max           3.996918
Name: 17037, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.9999998807907104
--> HL
index         18793.000000
lnb_ratio        -0.097897
lnb_signal   -49512.494971
lnb_noise    -49512.397074
snr_median        1.958650
snr_max           3.823254
Name: 18792, dtype: float64
--> L
lnb_ratio       269.051093
lnb_signal   -12495.490139
lnb_noise    -12764.541233
snr_median       20.311129
snr_max          24.389235
Name: 18792, dtype: float64
--> H
lnb_ratio        -0.005348
lnb_signal   -32283.071473
lnb_noise    -32283.066124
snr_median        1.802404
snr_max           3.703178
Name: 18792, dtype: float64
---------------
ml label: Fast_Scattering
ml confidence: 0.99999737739563
--> HL
index         17037.000000
lnb_ratio        28.765596
lnb_signal   -45427.345431
lnb_noise    -45456.111026
snr_median        8.454256
snr_max          10.918726
Name: 17036, dtype: float64
--> L
lnb_ratio         4.150848
lnb_signal   -14256.758944
lnb_noise    -14260.909792
snr_median        5.193237
snr_max           7.422834
Name: 17036, dtype: float64
--> H
lnb_ratio        -0.090129
lnb_signal   -35221.669094
lnb_noise    -35221.578965
snr_median        1.523021
snr_max           3.730683
Name: 17036, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.9417786598205566
--> HL
index         19442.000000
lnb_ratio        -0.127659
lnb_signal   -45190.491294
lnb_noise    -45190.363636
snr_median        1.606809
snr_max           3.357612
Name: 19441, dtype: float64
--> L
lnb_ratio         0.454506
lnb_signal   -13069.779548
lnb_noise    -13070.234054
snr_median        3.043513
snr_max           4.815318
Name: 19441, dtype: float64
--> H
lnb_ratio        -0.060086
lnb_signal   -32849.426457
lnb_noise    -32849.366372
snr_median        1.262476
snr_max           3.117390
Name: 19441, dtype: float64
---------------
ml label: Fast_Scattering
ml confidence: 0.8990781903266907
--> HL
index         16960.000000
lnb_ratio        -0.004206
lnb_signal   -48952.080792
lnb_noise    -48952.076587
snr_median        2.078106
snr_max           3.894507
Name: 16959, dtype: float64
--> L
lnb_ratio         0.118342
lnb_signal   -12534.313146
lnb_noise    -12534.431488
snr_median        3.257652
snr_max           5.460585
Name: 16959, dtype: float64
--> H
lnb_ratio         0.088782
lnb_signal   -32946.838870
lnb_noise    -32946.927651
snr_median        2.192224
snr_max           4.172425
Name: 16959, dtype: float64
---------------
ml label: Low_Frequency_Lines
ml confidence: 0.9889581203460692
--> HL
index         16759.000000
lnb_ratio         0.051124
lnb_signal   -46027.577892
lnb_noise    -46027.629016
snr_median        2.760560
snr_max           4.709666
Name: 16758, dtype: float64
--> L
lnb_ratio        -0.112739
lnb_signal   -12843.810018
lnb_noise    -12843.697279
snr_median        1.609455
snr_max           3.472690
Name: 16758, dtype: float64
--> H
lnb_ratio        -0.038075
lnb_signal   -35569.946310
lnb_noise    -35569.908235
snr_median        1.447360
snr_max           3.355556
Name: 16758, dtype: float64
---------------
ml label: Fast_Scattering
ml confidence: 0.6180027723312378
--> HL
index         17926.000000
lnb_ratio        -0.040011
lnb_signal   -48978.518252
lnb_noise    -48978.478240
snr_median        2.018937
snr_max           3.828435
Name: 17925, dtype: float64
--> L
lnb_ratio         0.088260
lnb_signal   -12832.396573
lnb_noise    -12832.484833
snr_median        2.323618
snr_max           4.241554
Name: 17925, dtype: float64
--> H
lnb_ratio        -0.034506
lnb_signal   -31420.852983
lnb_noise    -31420.818477
snr_median        1.693600
snr_max           3.854732
Name: 17925, dtype: float64
---------------
ml label: Scattered_Light
ml confidence: 0.892716109752655
--> HL
index         17489.000000
lnb_ratio         2.913837
lnb_signal   -47600.405265
lnb_noise    -47603.319102
snr_median        5.092497
snr_max           7.275166
Name: 17488, dtype: float64
--> L
lnb_ratio        14.594000
lnb_signal   -13128.379047
lnb_noise    -13142.973047
snr_median        6.903064
snr_max           9.245229
Name: 17488, dtype: float64
--> H
lnb_ratio        -0.018778
lnb_signal   -37559.116225
lnb_noise    -37559.097447
snr_median        1.469083
snr_max           3.366176
Name: 17488, dtype: float64
---------------
ml label: Koi_Fish
ml confidence: 0.9995642304420472
--> HL
index          17428.000000
lnb_ratio         -0.053840
lnb_signal   -171436.332827
lnb_noise    -171436.278987
snr_median         1.909300
snr_max            3.684873
Name: 17427, dtype: float64
--> L
lnb_ratio      10895.915537
lnb_signal   -129458.850567
lnb_noise    -140354.766105
snr_median       144.326057
snr_max          147.977829
Name: 17427, dtype: float64
--> H
lnb_ratio        -0.065004
lnb_signal   -35328.823492
lnb_noise    -35328.758488
snr_median        2.042161
snr_max           4.252036
Name: 17427, dtype: float64
---------------
ml label: Low_Frequency_Burst
ml confidence: 0.4985915720462799
--> HL
index         20271.000000
lnb_ratio        -0.159147
lnb_signal   -45944.026053
lnb_noise    -45943.866906
snr_median        1.732447
snr_max           3.630552
Name: 20270, dtype: float64
--> L
lnb_ratio        -0.068642
lnb_signal   -11893.483677
lnb_noise    -11893.415035
snr_median        1.588763
snr_max           3.282758
Name: 20270, dtype: float64
--> H
lnb_ratio         0.155790
lnb_signal   -31454.079057
lnb_noise    -31454.234847
snr_median        2.750219
snr_max           4.683540
Name: 20270, dtype: float64
---------------
ml label: Fast_Scattering
ml confidence: 0.9986863732337952
--> HL
index         18822.000000
lnb_ratio        -0.088441
lnb_signal   -46620.675625
lnb_noise    -46620.587184
snr_median        1.726289
snr_max           3.447139
Name: 18821, dtype: float64
--> L
lnb_ratio         2.159834
lnb_signal   -12805.000387
lnb_noise    -12807.160221
snr_median        4.218950
snr_max           5.929683
Name: 18821, dtype: float64
--> H
lnb_ratio         0.225809
lnb_signal   -33211.016252
lnb_noise    -33211.242061
snr_median        2.808500
snr_max           4.803718
Name: 18821, dtype: float64
---------------
ml label: Fast_Scattering
ml confidence: 0.9999715089797974
--> HL
index         17493.000000
lnb_ratio        -0.069664
lnb_signal   -45719.375586
lnb_noise    -45719.305923
snr_median        1.700782
snr_max           3.416709
Name: 17492, dtype: float64
--> L
lnb_ratio         1.350240
lnb_signal   -12660.132156
lnb_noise    -12661.482396
snr_median        4.237394
snr_max           6.300841
Name: 17492, dtype: float64
--> H
lnb_ratio        -0.051803
lnb_signal   -33994.227976
lnb_noise    -33994.176172
snr_median        1.999893
snr_max           4.190608
Name: 17492, dtype: float64
---------------
ml label: Fast_Scattering
ml confidence: 0.9737357497215272
--> HL
index         17035.000000
lnb_ratio        10.214891
lnb_signal   -45752.650274
lnb_noise    -45762.865164
snr_median        6.386180
snr_max           8.501151
Name: 17034, dtype: float64
--> L
lnb_ratio         7.485163
lnb_signal   -14370.277199
lnb_noise    -14377.762362
snr_median        6.122136
snr_max           8.455205
Name: 17034, dtype: float64
--> H
lnb_ratio        -0.037387
lnb_signal   -34377.660120
lnb_noise    -34377.622733
snr_median        1.423860
snr_max           3.203127
Name: 17034, dtype: float64
---------------
ml label: Fast_Scattering
ml confidence: 0.999769389629364
--> HL
index         17489.000000
lnb_ratio         2.913837
lnb_signal   -47600.405265
lnb_noise    -47603.319102
snr_median        5.092497
snr_max           7.275166
Name: 17488, dtype: float64
--> L
lnb_ratio        14.594000
lnb_signal   -13128.379047
lnb_noise    -13142.973047
snr_median        6.903064
snr_max           9.245229
Name: 17488, dtype: float64
--> H
lnb_ratio        -0.018778
lnb_signal   -37559.116225
lnb_noise    -37559.097447
snr_median        1.469083
snr_max           3.366176
Name: 17488, dtype: float64
---------------
ml label: Koi_Fish
ml confidence: 0.8646059036254883
--> HL
index          20292.000000
lnb_ratio       2120.700503
lnb_signal   -189609.097150
lnb_noise    -191729.797653
snr_median        59.540884
snr_max           66.173648
Name: 20291, dtype: float64
--> L
lnb_ratio      12296.445122
lnb_signal   -147162.097107
lnb_noise    -159458.542229
snr_median       152.842123
snr_max          157.180069
Name: 20291, dtype: float64
--> H
lnb_ratio         0.087655
lnb_signal   -31874.810276
lnb_noise    -31874.897931
snr_median        2.145933
snr_max           4.038823
Name: 20291, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.9999998807907104
--> HL
index         16439.000000
lnb_ratio        -0.023645
lnb_signal   -47338.147668
lnb_noise    -47338.124023
snr_median        2.236976
snr_max           4.193572
Name: 16438, dtype: float64
--> L
lnb_ratio       268.650410
lnb_signal   -12163.647816
lnb_noise    -12432.298226
snr_median       20.830305
snr_max          24.322238
Name: 16438, dtype: float64
--> H
lnb_ratio        -0.049809
lnb_signal   -33115.019453
lnb_noise    -33114.969644
snr_median        1.505349
snr_max           3.384935
Name: 16438, dtype: float64
---------------
ml label: Low_Frequency_Burst
ml confidence: 0.5264772176742554
--> HL
index         20235.000000
lnb_ratio        -0.081330
lnb_signal   -44845.508845
lnb_noise    -44845.427515
snr_median        1.930217
snr_max           3.799021
Name: 20234, dtype: float64
--> L
lnb_ratio        -0.051413
lnb_signal   -11890.241932
lnb_noise    -11890.190519
snr_median        1.729559
snr_max           3.640303
Name: 20234, dtype: float64
--> H
lnb_ratio         0.002498
lnb_signal   -31378.156086
lnb_noise    -31378.158584
snr_median        2.116510
snr_max           4.247099
Name: 20234, dtype: float64
---------------
ml label: Paired_Doves
ml confidence: 0.4560182094573974
--> HL
index         19440.000000
lnb_ratio        -0.087047
lnb_signal   -47379.296524
lnb_noise    -47379.209477
snr_median        2.157381
snr_max           4.167991
Name: 19439, dtype: float64
--> L
lnb_ratio         0.079602
lnb_signal   -12177.410724
lnb_noise    -12177.490326
snr_median        1.807726
snr_max           3.284596
Name: 19439, dtype: float64
--> H
lnb_ratio        -0.053893
lnb_signal   -30913.860067
lnb_noise    -30913.806175
snr_median        1.944278
snr_max           4.106637
Name: 19439, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.5767019391059875
--> HL
index         18794.000000
lnb_ratio        -0.106462
lnb_signal   -45281.451206
lnb_noise    -45281.344744
snr_median        2.037981
snr_max           3.923169
Name: 18793, dtype: float64
--> L
lnb_ratio        -0.068508
lnb_signal   -14847.436291
lnb_noise    -14847.367782
snr_median        1.744694
snr_max           3.668657
Name: 18793, dtype: float64
--> H
lnb_ratio        -0.000012
lnb_signal   -34665.029303
lnb_noise    -34665.029292
snr_median        2.758145
snr_max           4.963741
Name: 18793, dtype: float64
---------------
ml label: Light_Modulation
ml confidence: 0.993030846118927
--> HL
index         20079.000000
lnb_ratio       454.053586
lnb_signal   -73157.108855
lnb_noise    -73611.162441
snr_median       27.111634
snr_max          31.834431
Name: 20078, dtype: float64
--> L
lnb_ratio     14840.250810
lnb_signal   -25757.687698
lnb_noise    -40597.938508
snr_median      169.705209
snr_max         172.721020
Name: 20078, dtype: float64
--> H
lnb_ratio         0.059592
lnb_signal   -31612.235201
lnb_noise    -31612.294793
snr_median        1.980695
snr_max           4.033097
Name: 20078, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.9999916553497314
--> HL
index         17019.000000
lnb_ratio        -0.086998
lnb_signal   -47329.870507
lnb_noise    -47329.783509
snr_median        1.806703
snr_max           3.503992
Name: 17018, dtype: float64
--> L
lnb_ratio       157.662254
lnb_signal   -13303.364402
lnb_noise    -13461.026657
snr_median       14.958840
snr_max          19.128552
Name: 17018, dtype: float64
--> H
lnb_ratio        -0.060213
lnb_signal   -35506.717381
lnb_noise    -35506.657169
snr_median        1.520032
snr_max           3.538080
Name: 17018, dtype: float64
---------------
ml label: Fast_Scattering
ml confidence: 0.875531017780304
--> HL
index         19405.000000
lnb_ratio         0.730292
lnb_signal   -50576.193776
lnb_noise    -50576.924068
snr_median        3.159146
snr_max           4.765453
Name: 19404, dtype: float64
--> L
lnb_ratio         1.155531
lnb_signal   -12364.731755
lnb_noise    -12365.887286
snr_median        4.240472
snr_max           6.176402
Name: 19404, dtype: float64
--> H
lnb_ratio        -0.048948
lnb_signal   -33857.279400
lnb_noise    -33857.230452
snr_median        1.839779
snr_max           4.012252
Name: 19404, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.653893232345581
--> HL
index         19812.000000
lnb_ratio         0.141698
lnb_signal   -44842.499149
lnb_noise    -44842.640847
snr_median        2.900717
snr_max           4.996693
Name: 19811, dtype: float64
--> L
lnb_ratio         9.526881
lnb_signal   -13715.194676
lnb_noise    -13724.721557
snr_median        5.548602
snr_max           7.568765
Name: 19811, dtype: float64
--> H
lnb_ratio        -0.046051
lnb_signal   -33037.725378
lnb_noise    -33037.679327
snr_median        1.476207
snr_max           3.381071
Name: 19811, dtype: float64
---------------
ml label: Blip_Low_Frequency
ml confidence: 0.8350579738616943
--> HL
index         18875.000000
lnb_ratio         0.087088
lnb_signal   -46568.818831
lnb_noise    -46568.905918
snr_median        2.338748
snr_max           4.060689
Name: 18874, dtype: float64
--> L
lnb_ratio        35.388918
lnb_signal   -12549.301312
lnb_noise    -12584.690230
snr_median        7.312322
snr_max          10.061842
Name: 18874, dtype: float64
--> H
lnb_ratio        -0.025869
lnb_signal   -31798.606224
lnb_noise    -31798.580355
snr_median        1.440901
snr_max           3.224728
Name: 18874, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.4690509140491485
--> HL
index         16537.000000
lnb_ratio        -0.032178
lnb_signal   -46468.596087
lnb_noise    -46468.563909
snr_median        2.245455
snr_max           4.234023
Name: 16536, dtype: float64
--> L
lnb_ratio         0.021876
lnb_signal   -15004.161227
lnb_noise    -15004.183104
snr_median        2.357745
snr_max           4.320183
Name: 16536, dtype: float64
--> H
lnb_ratio         0.011663
lnb_signal   -35536.331901
lnb_noise    -35536.343564
snr_median        1.805638
snr_max           3.724294
Name: 16536, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.9999997615814208
--> HL
index         17187.000000
lnb_ratio        -0.115330
lnb_signal   -46244.417252
lnb_noise    -46244.301923
snr_median        1.783920
snr_max           3.594947
Name: 17186, dtype: float64
--> L
lnb_ratio       134.515212
lnb_signal   -12444.409472
lnb_noise    -12578.924684
snr_median       15.095812
snr_max          17.880865
Name: 17186, dtype: float64
--> H
lnb_ratio        -0.066323
lnb_signal   -37775.623787
lnb_noise    -37775.557464
snr_median        1.350423
snr_max           3.253338
Name: 17186, dtype: float64
---------------
ml label: Fast_Scattering
ml confidence: 0.9996682405471802
--> HL
index         18697.000000
lnb_ratio         4.345436
lnb_signal   -48281.487119
lnb_noise    -48285.832555
snr_median        5.376743
snr_max           7.428945
Name: 18696, dtype: float64
--> L
lnb_ratio         2.111008
lnb_signal   -13870.249639
lnb_noise    -13872.360647
snr_median        4.584729
snr_max           6.586696
Name: 18696, dtype: float64
--> H
lnb_ratio        -0.048216
lnb_signal   -33857.741041
lnb_noise    -33857.692825
snr_median        2.258978
snr_max           4.544204
Name: 18696, dtype: float64
---------------
ml label: Fast_Scattering
ml confidence: 0.9154101610183716
--> HL
index         18698.000000
lnb_ratio         0.008907
lnb_signal   -48834.916350
lnb_noise    -48834.925257
snr_median        2.512063
snr_max           4.401406
Name: 18697, dtype: float64
--> L
lnb_ratio         5.975783
lnb_signal   -17001.723795
lnb_noise    -17007.699578
snr_median        5.585232
snr_max           7.717248
Name: 18697, dtype: float64
--> H
lnb_ratio        -0.054219
lnb_signal   -31278.187196
lnb_noise    -31278.132977
snr_median        1.453917
snr_max           3.295146
Name: 18697, dtype: float64
---------------
ml label: Blip
ml confidence: 0.790777325630188
--> HL
index         20759.000000
lnb_ratio         0.023291
lnb_signal   -48179.271272
lnb_noise    -48179.294563
snr_median        2.381373
snr_max           4.222909
Name: 20758, dtype: float64
--> L
lnb_ratio        63.912501
lnb_signal   -12235.392046
lnb_noise    -12299.304547
snr_median       10.542042
snr_max          12.996572
Name: 20758, dtype: float64
--> H
lnb_ratio        -0.069081
lnb_signal   -33653.978731
lnb_noise    -33653.909650
snr_median        1.675735
snr_max           3.786492
Name: 20758, dtype: float64
---------------
ml label: Paired_Doves
ml confidence: 0.3501665592193603
--> HL
index         16536.000000
lnb_ratio         0.098152
lnb_signal   -50540.428516
lnb_noise    -50540.526668
snr_median        3.028036
snr_max           5.281830
Name: 16535, dtype: float64
--> L
lnb_ratio        -0.040030
lnb_signal   -12633.229955
lnb_noise    -12633.189925
snr_median        2.184013
snr_max           4.389819
Name: 16535, dtype: float64
--> H
lnb_ratio        -0.049516
lnb_signal   -34618.410540
lnb_noise    -34618.361024
snr_median        1.475285
snr_max           3.397894
Name: 16535, dtype: float64
---------------
ml label: Fast_Scattering
ml confidence: 0.9985219836235046
--> HL
index         19406.000000
lnb_ratio      3439.515050
lnb_signal   -48587.709558
lnb_noise    -52027.224607
snr_median       76.591264
snr_max          83.581528
Name: 19405, dtype: float64
--> L
lnb_ratio         0.285857
lnb_signal   -12180.081255
lnb_noise    -12180.367112
snr_median        2.798610
snr_max           4.569191
Name: 19405, dtype: float64
--> H
lnb_ratio         0.747538
lnb_signal   -38395.809418
lnb_noise    -38396.556956
snr_median        2.771924
snr_max           4.476027
Name: 19405, dtype: float64
---------------
ml label: Fast_Scattering
ml confidence: 0.7498560547828674
--> HL
index         18906.000000
lnb_ratio         0.042401
lnb_signal   -45229.496731
lnb_noise    -45229.539133
snr_median        2.092986
snr_max           3.880274
Name: 18905, dtype: float64
--> L
lnb_ratio         0.039322
lnb_signal   -12793.775738
lnb_noise    -12793.815060
snr_median        2.029593
snr_max           3.770809
Name: 18905, dtype: float64
--> H
lnb_ratio        -0.064768
lnb_signal   -35747.701198
lnb_noise    -35747.636431
snr_median        1.435163
snr_max           3.465130
Name: 18905, dtype: float64
---------------
ml label: Fast_Scattering
ml confidence: 0.999445378780365
--> HL
index         18819.000000
lnb_ratio         0.098239
lnb_signal   -47022.357759
lnb_noise    -47022.455998
snr_median        2.281397
snr_max           4.185506
Name: 18818, dtype: float64
--> L
lnb_ratio         0.005199
lnb_signal   -12515.929312
lnb_noise    -12515.934511
snr_median        2.007117
snr_max           3.914136
Name: 18818, dtype: float64
--> H
lnb_ratio        -0.070855
lnb_signal   -35188.930159
lnb_noise    -35188.859303
snr_median        1.169745
snr_max           2.897790
Name: 18818, dtype: float64
---------------
ml label: Fast_Scattering
ml confidence: 0.3821998834609985
--> HL
index         17450.000000
lnb_ratio        -0.022170
lnb_signal   -44685.615065
lnb_noise    -44685.592895
snr_median        2.159187
snr_max           3.985973
Name: 17449, dtype: float64
--> L
lnb_ratio        -0.146196
lnb_signal   -14692.609218
lnb_noise    -14692.463022
snr_median        1.310782
snr_max           3.176701
Name: 17449, dtype: float64
--> H
lnb_ratio        -0.049520
lnb_signal   -33087.661637
lnb_noise    -33087.612116
snr_median        1.436004
snr_max           3.274006
Name: 17449, dtype: float64
---------------
ml label: Blip
ml confidence: 0.9725279808044434
--> HL
index         20501.000000
lnb_ratio        -0.129424
lnb_signal   -44971.491904
lnb_noise    -44971.362480
snr_median        1.733190
snr_max           3.606453
Name: 20500, dtype: float64
--> L
lnb_ratio         0.235019
lnb_signal   -12570.208138
lnb_noise    -12570.443157
snr_median        3.236139
snr_max           5.371550
Name: 20500, dtype: float64
--> H
lnb_ratio        -0.107424
lnb_signal   -32514.463008
lnb_noise    -32514.355585
snr_median        1.261600
snr_max           3.250973
Name: 20500, dtype: float64
---------------
ml label: Blip
ml confidence: 0.9983375072479248
--> HL
index         20892.000000
lnb_ratio        -0.119710
lnb_signal   -45305.177360
lnb_noise    -45305.057649
snr_median        1.904016
snr_max           3.812515
Name: 20891, dtype: float64
--> L
lnb_ratio        11.577076
lnb_signal   -12886.911691
lnb_noise    -12898.488767
snr_median        4.936968
snr_max           7.425948
Name: 20891, dtype: float64
--> H
lnb_ratio         0.268250
lnb_signal   -34071.797514
lnb_noise    -34072.065764
snr_median        2.152530
snr_max           4.228531
Name: 20891, dtype: float64
---------------
ml label: Blip_Low_Frequency
ml confidence: 0.9999903440475464
--> HL
index         20185.000000
lnb_ratio        -0.022473
lnb_signal   -51758.643383
lnb_noise    -51758.620910
snr_median        2.373986
snr_max           4.374960
Name: 20184, dtype: float64
--> L
lnb_ratio         8.910971
lnb_signal   -12068.798911
lnb_noise    -12077.709882
snr_median        5.250975
snr_max           6.810793
Name: 20184, dtype: float64
--> H
lnb_ratio         0.028265
lnb_signal   -33928.606149
lnb_noise    -33928.634414
snr_median        1.812349
snr_max           3.586180
Name: 20184, dtype: float64
---------------
ml label: Extremely_Loud
ml confidence: 0.9999078512191772
--> HL
index          16455.000000
lnb_ratio       2128.484175
lnb_signal   -685247.436257
lnb_noise    -687375.920432
snr_median        50.569194
snr_max           66.017956
Name: 16454, dtype: float64
--> L
lnb_ratio      70123.025990
lnb_signal   -583196.933273
lnb_noise    -653319.959263
snr_median       363.838640
snr_max          374.646276
Name: 16454, dtype: float64
--> H
lnb_ratio        -0.094639
lnb_signal   -34558.844431
lnb_noise    -34558.749792
snr_median        1.163448
snr_max           2.973564
Name: 16454, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.9999481439590454
--> HL
index         17767.000000
lnb_ratio         0.022665
lnb_signal   -48157.118356
lnb_noise    -48157.141020
snr_median        2.512225
snr_max           4.609569
Name: 17766, dtype: float64
--> L
lnb_ratio        66.353776
lnb_signal   -13337.715800
lnb_noise    -13404.069576
snr_median       10.875971
snr_max          13.463829
Name: 17766, dtype: float64
--> H
lnb_ratio        -0.003905
lnb_signal   -33635.388662
lnb_noise    -33635.384757
snr_median        1.986325
snr_max           4.009391
Name: 17766, dtype: float64
---------------
ml label: Koi_Fish
ml confidence: 0.9990808963775636
--> HL
index          18433.000000
lnb_ratio         -0.077095
lnb_signal   -104818.642937
lnb_noise    -104818.565841
snr_median         2.239198
snr_max            4.270501
Name: 18432, dtype: float64
--> L
lnb_ratio     36400.242389
lnb_signal   -35872.048335
lnb_noise    -72272.290723
snr_median      265.811875
snr_max         270.020396
Name: 18432, dtype: float64
--> H
lnb_ratio        -0.023856
lnb_signal   -32936.626630
lnb_noise    -32936.602774
snr_median        1.697905
snr_max           3.735729
Name: 18432, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.947002649307251
--> HL
index         17835.000000
lnb_ratio        -0.217895
lnb_signal   -44749.486897
lnb_noise    -44749.269002
snr_median        1.578734
snr_max           3.505229
Name: 17834, dtype: float64
--> L
lnb_ratio       108.504298
lnb_signal   -12184.211589
lnb_noise    -12292.715888
snr_median       12.858204
snr_max          16.236464
Name: 17834, dtype: float64
--> H
lnb_ratio         0.059553
lnb_signal   -32401.987058
lnb_noise    -32402.046611
snr_median        1.846321
snr_max           3.722007
Name: 17834, dtype: float64
---------------
ml label: Fast_Scattering
ml confidence: 0.9983036518096924
--> HL
index         16963.000000
lnb_ratio         0.289490
lnb_signal   -47843.246130
lnb_noise    -47843.535620
snr_median        3.406950
snr_max           5.447077
Name: 16962, dtype: float64
--> L
lnb_ratio        19.747217
lnb_signal   -13216.040403
lnb_noise    -13235.787619
snr_median        7.532326
snr_max           9.888044
Name: 16962, dtype: float64
--> H
lnb_ratio        -0.031383
lnb_signal   -33066.258719
lnb_noise    -33066.227336
snr_median        1.678452
snr_max           3.693668
Name: 16962, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.7138019800186157
--> HL
index         16962.000000
lnb_ratio        14.693130
lnb_signal   -46287.321825
lnb_noise    -46302.014955
snr_median        6.952978
snr_max           9.370965
Name: 16961, dtype: float64
--> L
lnb_ratio         0.093919
lnb_signal   -13893.254725
lnb_noise    -13893.348644
snr_median        2.991350
snr_max           5.304169
Name: 16961, dtype: float64
--> H
lnb_ratio        -0.077222
lnb_signal   -32860.640918
lnb_noise    -32860.563696
snr_median        1.214954
snr_max           3.067907
Name: 16961, dtype: float64
---------------
ml label: Blip_Low_Frequency
ml confidence: 0.9988227486610411
--> HL
index         19895.000000
lnb_ratio        -0.067103
lnb_signal   -44785.076975
lnb_noise    -44785.009872
snr_median        1.803519
snr_max           3.467720
Name: 19894, dtype: float64
--> L
lnb_ratio        11.596054
lnb_signal   -13036.102862
lnb_noise    -13047.698916
snr_median        5.621533
snr_max           7.203468
Name: 19894, dtype: float64
--> H
lnb_ratio         0.003180
lnb_signal   -33915.327053
lnb_noise    -33915.330233
snr_median        1.558874
snr_max           3.316542
Name: 19894, dtype: float64
---------------
ml label: Fast_Scattering
ml confidence: 0.9998194575309752
--> HL
index         18814.000000
lnb_ratio         0.205097
lnb_signal   -45853.704107
lnb_noise    -45853.909204
snr_median        2.801176
snr_max           4.766228
Name: 18813, dtype: float64
--> L
lnb_ratio         0.518608
lnb_signal   -12390.355187
lnb_noise    -12390.873795
snr_median        4.227363
snr_max           6.562831
Name: 18813, dtype: float64
--> H
lnb_ratio        -0.074307
lnb_signal   -30798.601753
lnb_noise    -30798.527446
snr_median        1.144097
snr_max           2.892630
Name: 18813, dtype: float64
---------------
ml label: Fast_Scattering
ml confidence: 1.0
--> HL
index         16963.000000
lnb_ratio         0.289490
lnb_signal   -47843.246130
lnb_noise    -47843.535620
snr_median        3.406950
snr_max           5.447077
Name: 16962, dtype: float64
--> L
lnb_ratio        19.747217
lnb_signal   -13216.040403
lnb_noise    -13235.787619
snr_median        7.532326
snr_max           9.888044
Name: 16962, dtype: float64
--> H
lnb_ratio        -0.031383
lnb_signal   -33066.258719
lnb_noise    -33066.227336
snr_median        1.678452
snr_max           3.693668
Name: 16962, dtype: float64
---------------
ml label: Paired_Doves
ml confidence: 0.4255403876304626
--> HL
index         20207.000000
lnb_ratio       151.153412
lnb_signal   -46530.288548
lnb_noise    -46681.441961
snr_median       17.366532
snr_max          19.947578
Name: 20206, dtype: float64
--> L
lnb_ratio       170.733725
lnb_signal   -13989.376392
lnb_noise    -14160.110117
snr_median       16.399163
snr_max          20.009789
Name: 20206, dtype: float64
--> H
lnb_ratio        -0.063248
lnb_signal   -35108.298082
lnb_noise    -35108.234834
snr_median        1.594617
snr_max           3.544044
Name: 20206, dtype: float64
---------------
ml label: Paired_Doves
ml confidence: 0.6414508819580078
--> HL
index         17822.000000
lnb_ratio        -0.144052
lnb_signal   -47505.688105
lnb_noise    -47505.544054
snr_median        1.725122
snr_max           3.560378
Name: 17821, dtype: float64
--> L
lnb_ratio        21.979951
lnb_signal   -12259.432104
lnb_noise    -12281.412055
snr_median        6.902201
snr_max           8.698630
Name: 17821, dtype: float64
--> H
lnb_ratio         0.041399
lnb_signal   -38254.414721
lnb_noise    -38254.456120
snr_median        1.820945
snr_max           3.751476
Name: 17821, dtype: float64
---------------
ml label: Blip
ml confidence: 0.9999984502792358
--> HL
index         19636.000000
lnb_ratio         0.121658
lnb_signal   -46186.957378
lnb_noise    -46187.079035
snr_median        2.543790
snr_max           4.468319
Name: 19635, dtype: float64
--> L
lnb_ratio        20.436315
lnb_signal   -12617.775838
lnb_noise    -12638.212153
snr_median        6.884605
snr_max           8.985286
Name: 19635, dtype: float64
--> H
lnb_ratio         0.254222
lnb_signal   -33113.345254
lnb_noise    -33113.599476
snr_median        2.317284
snr_max           4.368050
Name: 19635, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.9700221419334412
--> HL
index         19403.000000
lnb_ratio        -0.025332
lnb_signal   -45188.082035
lnb_noise    -45188.056703
snr_median        2.683887
snr_max           4.970298
Name: 19402, dtype: float64
--> L
lnb_ratio        -0.002981
lnb_signal   -12648.419165
lnb_noise    -12648.416184
snr_median        1.884881
snr_max           3.630609
Name: 19402, dtype: float64
--> H
lnb_ratio        -0.094705
lnb_signal   -32208.343813
lnb_noise    -32208.249108
snr_median        0.993935
snr_max           2.742976
Name: 19402, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.9999990463256836
--> HL
index         16573.000000
lnb_ratio         0.105890
lnb_signal   -47299.762519
lnb_noise    -47299.868409
snr_median        2.132549
snr_max           3.627718
Name: 16572, dtype: float64
--> L
lnb_ratio       174.590721
lnb_signal   -13505.089982
lnb_noise    -13679.680703
snr_median       17.210604
snr_max          20.420859
Name: 16572, dtype: float64
--> H
lnb_ratio        -0.023125
lnb_signal   -35879.341431
lnb_noise    -35879.318305
snr_median        1.830956
snr_max           3.845704
Name: 16572, dtype: float64
---------------
ml label: Extremely_Loud
ml confidence: 0.5391144156455994
--> HL
index         1.775500e+04
lnb_ratio     6.610638e+04
lnb_signal   -9.116850e+06
lnb_noise    -9.182956e+06
snr_median    3.580024e+02
snr_max       3.638330e+02
Name: 17754, dtype: float64
--> L
lnb_ratio     3.817846e+06
lnb_signal   -5.322344e+06
lnb_noise    -9.140191e+06
snr_median    2.209706e+03
snr_max       2.763297e+03
Name: 17754, dtype: float64
--> H
lnb_ratio        -0.056327
lnb_signal   -38458.446296
lnb_noise    -38458.389969
snr_median        1.563161
snr_max           3.548075
Name: 17754, dtype: float64
---------------
ml label: Blip_Low_Frequency
ml confidence: 0.6957446336746216
--> HL
index         18962.000000
lnb_ratio        -0.019309
lnb_signal   -47057.012197
lnb_noise    -47056.992888
snr_median        2.086371
snr_max           3.820123
Name: 18961, dtype: float64
--> L
lnb_ratio        59.704734
lnb_signal   -12999.023475
lnb_noise    -13058.728209
snr_median       10.664776
snr_max          12.635261
Name: 18961, dtype: float64
--> H
lnb_ratio        -0.020638
lnb_signal   -34013.832192
lnb_noise    -34013.811554
snr_median        1.774471
snr_max           3.817283
Name: 18961, dtype: float64
---------------
ml label: Low_Frequency_Burst
ml confidence: 0.6317835450172424
--> HL
index         17081.000000
lnb_ratio        -0.144334
lnb_signal   -46793.542810
lnb_noise    -46793.398476
snr_median        1.684288
snr_max           3.547912
Name: 17080, dtype: float64
--> L
lnb_ratio         0.076695
lnb_signal   -12073.454713
lnb_noise    -12073.531408
snr_median        2.527238
snr_max           4.539679
Name: 17080, dtype: float64
--> H
lnb_ratio        -0.067749
lnb_signal   -32996.483196
lnb_noise    -32996.415447
snr_median        1.914439
snr_max           4.190015
Name: 17080, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.9999880790710448
--> HL
index         1.745800e+04
lnb_ratio     1.353450e+06
lnb_signal   -2.558650e+06
lnb_noise    -3.912100e+06
snr_median    1.632974e+03
snr_max       1.645337e+03
Name: 17457, dtype: float64
--> L
lnb_ratio        45.248970
lnb_signal   -11915.574493
lnb_noise    -11960.823463
snr_median       10.291939
snr_max          11.544631
Name: 17457, dtype: float64
--> H
lnb_ratio     1.966674e+02
lnb_signal   -3.826078e+06
lnb_noise    -3.826274e+06
snr_median    1.861846e+01
snr_max       2.189210e+01
Name: 17457, dtype: float64
---------------
ml label: Fast_Scattering
ml confidence: 0.9925780892372132
--> HL
index         17488.000000
lnb_ratio        12.492319
lnb_signal   -50689.578175
lnb_noise    -50702.070494
snr_median        6.664049
snr_max           8.943394
Name: 17487, dtype: float64
--> L
lnb_ratio        23.093376
lnb_signal   -13760.904462
lnb_noise    -13783.997837
snr_median        7.940124
snr_max          10.240346
Name: 17487, dtype: float64
--> H
lnb_ratio        -0.034619
lnb_signal   -34174.691252
lnb_noise    -34174.656633
snr_median        1.646148
snr_max           3.539151
Name: 17487, dtype: float64
---------------
ml label: Low_Frequency_Burst
ml confidence: 0.4882157444953918
--> HL
index         17213.000000
lnb_ratio        -0.144325
lnb_signal   -47127.655455
lnb_noise    -47127.511130
snr_median        1.583447
snr_max           3.319906
Name: 17212, dtype: float64
--> L
lnb_ratio        -0.044003
lnb_signal   -13132.588578
lnb_noise    -13132.544575
snr_median        2.281798
snr_max           4.215316
Name: 17212, dtype: float64
--> H
lnb_ratio        -0.081592
lnb_signal   -35468.177902
lnb_noise    -35468.096310
snr_median        1.386805
snr_max           3.412697
Name: 17212, dtype: float64
---------------
ml label: Blip_Low_Frequency
ml confidence: 0.9995505213737488
--> HL
index         17935.000000
lnb_ratio         0.425251
lnb_signal   -48549.351929
lnb_noise    -48549.777180
snr_median        3.026739
snr_max           4.881029
Name: 17934, dtype: float64
--> L
lnb_ratio        18.763150
lnb_signal   -12357.098562
lnb_noise    -12375.861712
snr_median        6.855404
snr_max           8.531108
Name: 17934, dtype: float64
--> H
lnb_ratio        -0.059623
lnb_signal   -33150.812247
lnb_noise    -33150.752624
snr_median        1.406411
snr_max           3.420217
Name: 17934, dtype: float64
---------------
ml label: Fast_Scattering
ml confidence: 0.6922747492790222
--> HL
index         17448.000000
lnb_ratio        -0.087041
lnb_signal   -47358.554484
lnb_noise    -47358.467443
snr_median        1.718597
snr_max           3.460640
Name: 17447, dtype: float64
--> L
lnb_ratio        -0.029746
lnb_signal   -12162.980920
lnb_noise    -12162.951174
snr_median        1.848393
snr_max           3.891126
Name: 17447, dtype: float64
--> H
lnb_ratio        -0.030966
lnb_signal   -32742.739609
lnb_noise    -32742.708643
snr_median        1.931052
snr_max           4.017189
Name: 17447, dtype: float64
---------------
ml label: Fast_Scattering
ml confidence: 0.9342098236083984
--> HL
index         18820.000000
lnb_ratio         0.441254
lnb_signal   -48698.757825
lnb_noise    -48699.199079
snr_median        3.963323
snr_max           6.028490
Name: 18819, dtype: float64
--> L
lnb_ratio         0.322098
lnb_signal   -13238.435512
lnb_noise    -13238.757610
snr_median        2.693317
snr_max           4.530991
Name: 18819, dtype: float64
--> H
lnb_ratio        -0.107224
lnb_signal   -33783.805612
lnb_noise    -33783.698388
snr_median        1.021019
snr_max           2.858044
Name: 18819, dtype: float64
---------------
ml label: Scattered_Light
ml confidence: 0.98709237575531
--> HL
index         18696.000000
lnb_ratio         0.788938
lnb_signal   -47729.264534
lnb_noise    -47730.053472
snr_median        4.219854
snr_max           6.387740
Name: 18695, dtype: float64
--> L
lnb_ratio         7.925503
lnb_signal   -15261.777228
lnb_noise    -15269.702731
snr_median        5.947932
snr_max           8.094969
Name: 18695, dtype: float64
--> H
lnb_ratio        -0.045911
lnb_signal   -32883.079286
lnb_noise    -32883.033375
snr_median        1.410708
snr_max           3.285615
Name: 18695, dtype: float64
---------------
ml label: Fast_Scattering
ml confidence: 0.6113194823265076
--> HL
index         19439.000000
lnb_ratio         0.097744
lnb_signal   -43091.198757
lnb_noise    -43091.296501
snr_median        2.253844
snr_max           3.958745
Name: 19438, dtype: float64
--> L
lnb_ratio         1.384677
lnb_signal   -14658.077072
lnb_noise    -14659.461748
snr_median        4.316642
snr_max           6.269143
Name: 19438, dtype: float64
--> H
lnb_ratio        -0.022773
lnb_signal   -36280.624050
lnb_noise    -36280.601276
snr_median        1.516719
snr_max           3.408343
Name: 19438, dtype: float64
---------------
ml label: Fast_Scattering
ml confidence: 0.999588429927826
--> HL
index         18817.000000
lnb_ratio        -0.090038
lnb_signal   -45952.204923
lnb_noise    -45952.114885
snr_median        1.797850
snr_max           3.673970
Name: 18816, dtype: float64
--> L
lnb_ratio         0.108529
lnb_signal   -12748.256953
lnb_noise    -12748.365482
snr_median        3.119059
snr_max           5.217278
Name: 18816, dtype: float64
--> H
lnb_ratio        -0.038622
lnb_signal   -32721.821792
lnb_noise    -32721.783170
snr_median        1.797511
snr_max           3.820386
Name: 18816, dtype: float64
---------------
ml label: Paired_Doves
ml confidence: 0.5310817360877991
--> HL
index         18787.000000
lnb_ratio         0.101929
lnb_signal   -45496.912269
lnb_noise    -45497.014198
snr_median        2.682464
snr_max           4.558792
Name: 18786, dtype: float64
--> L
lnb_ratio         0.094841
lnb_signal   -12377.000780
lnb_noise    -12377.095621
snr_median        2.259272
snr_max           4.210380
Name: 18786, dtype: float64
--> H
lnb_ratio         0.136544
lnb_signal   -33064.980757
lnb_noise    -33065.117301
snr_median        2.352536
snr_max           4.703992
Name: 18786, dtype: float64
---------------
ml label: Paired_Doves
ml confidence: 0.6198762655258179
--> HL
index         17209.000000
lnb_ratio        -0.076798
lnb_signal   -47966.350745
lnb_noise    -47966.273948
snr_median        2.019035
snr_max           3.895321
Name: 17208, dtype: float64
--> L
lnb_ratio         0.122287
lnb_signal   -19448.797463
lnb_noise    -19448.919749
snr_median        2.294482
snr_max           3.963223
Name: 17208, dtype: float64
--> H
lnb_ratio        -0.102276
lnb_signal   -32886.672595
lnb_noise    -32886.570318
snr_median        1.147840
snr_max           3.047128
Name: 17208, dtype: float64
---------------
ml label: Scattered_Light
ml confidence: 0.9130483269691468
--> HL
index         16966.000000
lnb_ratio        -0.155881
lnb_signal   -45351.329555
lnb_noise    -45351.173673
snr_median        2.083039
snr_max           4.227957
Name: 16965, dtype: float64
--> L
lnb_ratio         3.620381
lnb_signal   -12930.903593
lnb_noise    -12934.523974
snr_median        5.154113
snr_max           7.385438
Name: 16965, dtype: float64
--> H
lnb_ratio        -0.051651
lnb_signal   -33500.176149
lnb_noise    -33500.124498
snr_median        1.459717
snr_max           3.499430
Name: 16965, dtype: float64
---------------
ml label: Blip
ml confidence: 0.7159163951873779
--> HL
index         17815.000000
lnb_ratio         0.001298
lnb_signal   -48318.560205
lnb_noise    -48318.561503
snr_median        2.118460
snr_max           4.107128
Name: 17814, dtype: float64
--> L
lnb_ratio         3.307725
lnb_signal   -11980.193476
lnb_noise    -11983.501201
snr_median        4.375948
snr_max           5.835297
Name: 17814, dtype: float64
--> H
lnb_ratio        -0.051100
lnb_signal   -38145.260862
lnb_noise    -38145.209762
snr_median        1.397433
snr_max           3.199246
Name: 17814, dtype: float64
---------------
ml label: Fast_Scattering
ml confidence: 0.9953437447547911
--> HL
index         17498.000000
lnb_ratio        -0.129299
lnb_signal   -46589.306182
lnb_noise    -46589.176883
snr_median        1.768207
snr_max           3.719939
Name: 17497, dtype: float64
--> L
lnb_ratio        13.166654
lnb_signal   -12684.038222
lnb_noise    -12697.204876
snr_median        6.754167
snr_max           8.838260
Name: 17497, dtype: float64
--> H
lnb_ratio        -0.060208
lnb_signal   -34303.740253
lnb_noise    -34303.680045
snr_median        1.450652
snr_max           3.342996
Name: 17497, dtype: float64
---------------
ml label: Koi_Fish
ml confidence: 0.9623788595199584
--> HL
index         16376.000000
lnb_ratio        -0.068130
lnb_signal   -59090.372565
lnb_noise    -59090.304435
snr_median        2.163079
snr_max           4.060505
Name: 16375, dtype: float64
--> L
lnb_ratio       600.693911
lnb_signal   -15097.361985
lnb_noise    -15698.055895
snr_median       33.363125
snr_max          35.601872
Name: 16375, dtype: float64
--> H
lnb_ratio         0.124762
lnb_signal   -33698.594797
lnb_noise    -33698.719559
snr_median        2.178603
snr_max           4.304860
Name: 16375, dtype: float64
---------------
ml label: Fast_Scattering
ml confidence: 0.4592617452144623
--> HL
index         18912.000000
lnb_ratio        -0.072200
lnb_signal   -44167.560279
lnb_noise    -44167.488079
snr_median        2.318368
snr_max           4.241807
Name: 18911, dtype: float64
--> L
lnb_ratio        -0.029140
lnb_signal   -13583.245046
lnb_noise    -13583.215907
snr_median        1.924899
snr_max           3.784561
Name: 18911, dtype: float64
--> H
lnb_ratio        -0.033622
lnb_signal   -34253.328153
lnb_noise    -34253.294532
snr_median        1.468491
snr_max           3.313188
Name: 18911, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.9983312487602234
--> HL
index         19469.000000
lnb_ratio        -0.208010
lnb_signal   -48670.245359
lnb_noise    -48670.037349
snr_median        1.898741
snr_max           4.078574
Name: 19468, dtype: float64
--> L
lnb_ratio       126.611825
lnb_signal   -13700.751496
lnb_noise    -13827.363321
snr_median       15.383099
snr_max          17.776431
Name: 19468, dtype: float64
--> H
lnb_ratio        -0.074389
lnb_signal   -34617.523035
lnb_noise    -34617.448646
snr_median        1.515908
snr_max           3.555313
Name: 19468, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.5932062864303589
--> HL
index         20485.000000
lnb_ratio        -0.062643
lnb_signal   -44322.774489
lnb_noise    -44322.711846
snr_median        2.065681
snr_max           3.872969
Name: 20484, dtype: float64
--> L
lnb_ratio        -0.055719
lnb_signal   -12100.379797
lnb_noise    -12100.324078
snr_median        1.675823
snr_max           3.430822
Name: 20484, dtype: float64
--> H
lnb_ratio        -0.069787
lnb_signal   -33179.721544
lnb_noise    -33179.651757
snr_median        1.622895
snr_max           3.762645
Name: 20484, dtype: float64
---------------
ml label: Tomte
ml confidence: 0.5404974222183228
--> HL
index         17032.000000
lnb_ratio        -0.076857
lnb_signal   -48201.031476
lnb_noise    -48200.954618
snr_median        1.805749
snr_max           3.539553
Name: 17031, dtype: float64
--> L
lnb_ratio        -0.054259
lnb_signal   -12644.160549
lnb_noise    -12644.106290
snr_median        1.679630
snr_max           3.567078
Name: 17031, dtype: float64
--> H
lnb_ratio        -0.105502
lnb_signal   -34109.549013
lnb_noise    -34109.443511
snr_median        1.156334
snr_max           3.141549
Name: 17031, dtype: float64
---------------
ml label: Fast_Scattering
ml confidence: 0.9999997615814208
--> HL
index         18696.000000
lnb_ratio         0.788938
lnb_signal   -47729.264534
lnb_noise    -47730.053472
snr_median        4.219854
snr_max           6.387740
Name: 18695, dtype: float64
--> L
lnb_ratio         7.925503
lnb_signal   -15261.777228
lnb_noise    -15269.702731
snr_median        5.947932
snr_max           8.094969
Name: 18695, dtype: float64
--> H
lnb_ratio        -0.045911
lnb_signal   -32883.079286
lnb_noise    -32883.033375
snr_median        1.410708
snr_max           3.285615
Name: 18695, dtype: float64
---------------
ml label: Blip_Low_Frequency
ml confidence: 0.9978117346763612
--> HL
index         16742.000000
lnb_ratio         0.019228
lnb_signal   -45511.751419
lnb_noise    -45511.770647
snr_median        2.142280
snr_max           3.923885
Name: 16741, dtype: float64
--> L
lnb_ratio        13.633429
lnb_signal   -15201.333565
lnb_noise    -15214.966995
snr_median        6.003260
snr_max           7.695717
Name: 16741, dtype: float64
--> H
lnb_ratio         0.006814
lnb_signal   -35206.610711
lnb_noise    -35206.617525
snr_median        1.664916
snr_max           3.545996
Name: 16741, dtype: float64
---------------
ml label: Fast_Scattering
ml confidence: 0.9968383312225342
--> HL
index         19503.000000
lnb_ratio         0.116776
lnb_signal   -46370.838509
lnb_noise    -46370.955285
snr_median        2.765263
snr_max           4.602752
Name: 19502, dtype: float64
--> L
lnb_ratio         1.589232
lnb_signal   -19308.702561
lnb_noise    -19310.291793
snr_median        4.622732
snr_max           6.819500
Name: 19502, dtype: float64
--> H
lnb_ratio        -0.068017
lnb_signal   -33979.180875
lnb_noise    -33979.112857
snr_median        1.302959
snr_max           3.186271
Name: 19502, dtype: float64
In [ ]: